TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models View Full Text


Ontology type: schema:Chapter      Open Access: True


Chapter Info

DATE

2021

AUTHORS

Udo Schlegel , Duy Lam Vo , Daniel A. Keim , Daniel Seebacher

ABSTRACT

Time series forecasting is a demanding task ranging from weather to failure forecasting with black-box models achieving state-of-the-art performances. However, understanding and debugging are not guaranteed. We propose TS-MULE, a local surrogate model explanation method specialized for time series extending the LIME approach. Our extended LIME works with various ways to segment and perturb the time series data. In our extension, we present six sampling segmentation approaches for time series to improve the quality of surrogate attributions and demonstrate their performances on three deep learning model architectures and three common multivariate time series datasets. More... »

PAGES

5-14

Book

TITLE

Machine Learning and Principles and Practice of Knowledge Discovery in Databases

ISBN

978-3-030-93735-5
978-3-030-93736-2

Identifiers

URI

http://scigraph.springernature.com/pub.10.1007/978-3-030-93736-2_1

DOI

http://dx.doi.org/10.1007/978-3-030-93736-2_1

DIMENSIONS

https://app.dimensions.ai/details/publication/pub.1145662948


Indexing Status Check whether this publication has been indexed by Scopus and Web Of Science using the SN Indexing Status Tool
Incoming Citations Browse incoming citations for this publication using opencitations.net

JSON-LD is the canonical representation for SciGraph data.

TIP: You can open this SciGraph record using an external JSON-LD service: JSON-LD Playground Google SDTT

[
  {
    "@context": "https://springernature.github.io/scigraph/jsonld/sgcontext.json", 
    "about": [
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/14", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Economics", 
        "type": "DefinedTerm"
      }, 
      {
        "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/1403", 
        "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
        "name": "Econometrics", 
        "type": "DefinedTerm"
      }
    ], 
    "author": [
      {
        "affiliation": {
          "alternateName": "University of Konstanz, Konstanz, Germany", 
          "id": "http://www.grid.ac/institutes/grid.9811.1", 
          "name": [
            "University of Konstanz, Konstanz, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Schlegel", 
        "givenName": "Udo", 
        "id": "sg:person.07642506703.21", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07642506703.21"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Konstanz, Konstanz, Germany", 
          "id": "http://www.grid.ac/institutes/grid.9811.1", 
          "name": [
            "University of Konstanz, Konstanz, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Vo", 
        "givenName": "Duy Lam", 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Konstanz, Konstanz, Germany", 
          "id": "http://www.grid.ac/institutes/grid.9811.1", 
          "name": [
            "University of Konstanz, Konstanz, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Keim", 
        "givenName": "Daniel A.", 
        "id": "sg:person.0635776571.01", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0635776571.01"
        ], 
        "type": "Person"
      }, 
      {
        "affiliation": {
          "alternateName": "University of Konstanz, Konstanz, Germany", 
          "id": "http://www.grid.ac/institutes/grid.9811.1", 
          "name": [
            "University of Konstanz, Konstanz, Germany"
          ], 
          "type": "Organization"
        }, 
        "familyName": "Seebacher", 
        "givenName": "Daniel", 
        "id": "sg:person.014055264163.61", 
        "sameAs": [
          "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014055264163.61"
        ], 
        "type": "Person"
      }
    ], 
    "datePublished": "2021", 
    "datePublishedReg": "2021-01-01", 
    "description": "Abstract\nTime series forecasting is a demanding task ranging from weather to failure forecasting with black-box models achieving state-of-the-art performances. However, understanding and debugging are not guaranteed. We propose TS-MULE, a local surrogate model explanation method specialized for time series extending the LIME approach. Our extended LIME works with various ways to segment and perturb the time series data. In our extension, we present six sampling segmentation approaches for time series to improve the quality of surrogate attributions and demonstrate their performances on three deep learning model architectures and three common multivariate time series datasets.", 
    "editor": [
      {
        "familyName": "Kamp", 
        "givenName": "Michael", 
        "type": "Person"
      }, 
      {
        "familyName": "Koprinska", 
        "givenName": "Irena", 
        "type": "Person"
      }, 
      {
        "familyName": "Bibal", 
        "givenName": "Adrien", 
        "type": "Person"
      }, 
      {
        "familyName": "Bouadi", 
        "givenName": "Tassadit", 
        "type": "Person"
      }, 
      {
        "familyName": "Fr\u00e9nay", 
        "givenName": "Beno\u00eet", 
        "type": "Person"
      }, 
      {
        "familyName": "Gal\u00e1rraga", 
        "givenName": "Luis", 
        "type": "Person"
      }, 
      {
        "familyName": "Oramas", 
        "givenName": "Jos\u00e9", 
        "type": "Person"
      }, 
      {
        "familyName": "Adilova", 
        "givenName": "Linara", 
        "type": "Person"
      }, 
      {
        "familyName": "Krishnamurthy", 
        "givenName": "Yamuna", 
        "type": "Person"
      }, 
      {
        "familyName": "Kang", 
        "givenName": "Bo", 
        "type": "Person"
      }, 
      {
        "familyName": "Largeron", 
        "givenName": "Christine", 
        "type": "Person"
      }, 
      {
        "familyName": "Lijffijt", 
        "givenName": "Jefrey", 
        "type": "Person"
      }, 
      {
        "familyName": "Viard", 
        "givenName": "Tiphaine", 
        "type": "Person"
      }, 
      {
        "familyName": "Welke", 
        "givenName": "Pascal", 
        "type": "Person"
      }, 
      {
        "familyName": "Ruocco", 
        "givenName": "Massimiliano", 
        "type": "Person"
      }, 
      {
        "familyName": "Aune", 
        "givenName": "Erlend", 
        "type": "Person"
      }, 
      {
        "familyName": "Gallicchio", 
        "givenName": "Claudio", 
        "type": "Person"
      }, 
      {
        "familyName": "Schiele", 
        "givenName": "Gregor", 
        "type": "Person"
      }, 
      {
        "familyName": "Pernkopf", 
        "givenName": "Franz", 
        "type": "Person"
      }, 
      {
        "familyName": "Blott", 
        "givenName": "Michaela", 
        "type": "Person"
      }, 
      {
        "familyName": "Fr\u00f6ning", 
        "givenName": "Holger", 
        "type": "Person"
      }, 
      {
        "familyName": "Schindler", 
        "givenName": "G\u00fcnther", 
        "type": "Person"
      }, 
      {
        "familyName": "Guidotti", 
        "givenName": "Riccardo", 
        "type": "Person"
      }, 
      {
        "familyName": "Monreale", 
        "givenName": "Anna", 
        "type": "Person"
      }, 
      {
        "familyName": "Rinzivillo", 
        "givenName": "Salvatore", 
        "type": "Person"
      }, 
      {
        "familyName": "Biecek", 
        "givenName": "Przemyslaw", 
        "type": "Person"
      }, 
      {
        "familyName": "Ntoutsi", 
        "givenName": "Eirini", 
        "type": "Person"
      }, 
      {
        "familyName": "Pechenizkiy", 
        "givenName": "Mykola", 
        "type": "Person"
      }, 
      {
        "familyName": "Rosenhahn", 
        "givenName": "Bodo", 
        "type": "Person"
      }, 
      {
        "familyName": "Buckley", 
        "givenName": "Christopher", 
        "type": "Person"
      }, 
      {
        "familyName": "Cialfi", 
        "givenName": "Daniela", 
        "type": "Person"
      }, 
      {
        "familyName": "Lanillos", 
        "givenName": "Pablo", 
        "type": "Person"
      }, 
      {
        "familyName": "Ramstead", 
        "givenName": "Maxwell", 
        "type": "Person"
      }, 
      {
        "familyName": "Verbelen", 
        "givenName": "Tim", 
        "type": "Person"
      }, 
      {
        "familyName": "Ferreira", 
        "givenName": "Pedro M.", 
        "type": "Person"
      }, 
      {
        "familyName": "Andresini", 
        "givenName": "Giuseppina", 
        "type": "Person"
      }, 
      {
        "familyName": "Malerba", 
        "givenName": "Donato", 
        "type": "Person"
      }, 
      {
        "familyName": "Medeiros", 
        "givenName": "Ib\u00e9ria", 
        "type": "Person"
      }, 
      {
        "familyName": "Fournier-Viger", 
        "givenName": "Philippe", 
        "type": "Person"
      }, 
      {
        "familyName": "Nawaz", 
        "givenName": "M. Saqib", 
        "type": "Person"
      }, 
      {
        "familyName": "Ventura", 
        "givenName": "Sebastian", 
        "type": "Person"
      }, 
      {
        "familyName": "Sun", 
        "givenName": "Meng", 
        "type": "Person"
      }, 
      {
        "familyName": "Zhou", 
        "givenName": "Min", 
        "type": "Person"
      }, 
      {
        "familyName": "Bitetta", 
        "givenName": "Valerio", 
        "type": "Person"
      }, 
      {
        "familyName": "Bordino", 
        "givenName": "Ilaria", 
        "type": "Person"
      }, 
      {
        "familyName": "Ferretti", 
        "givenName": "Andrea", 
        "type": "Person"
      }, 
      {
        "familyName": "Gullo", 
        "givenName": "Francesco", 
        "type": "Person"
      }, 
      {
        "familyName": "Ponti", 
        "givenName": "Giovanni", 
        "type": "Person"
      }, 
      {
        "familyName": "Severini", 
        "givenName": "Lorenzo", 
        "type": "Person"
      }, 
      {
        "familyName": "Ribeiro", 
        "givenName": "Rita", 
        "type": "Person"
      }, 
      {
        "familyName": "Gama", 
        "givenName": "Jo\u00e3o", 
        "type": "Person"
      }, 
      {
        "familyName": "Gavald\u00e0", 
        "givenName": "Ricard", 
        "type": "Person"
      }, 
      {
        "familyName": "Cooper", 
        "givenName": "Lee", 
        "type": "Person"
      }, 
      {
        "familyName": "Ghazaleh", 
        "givenName": "Naghmeh", 
        "type": "Person"
      }, 
      {
        "familyName": "Richiardi", 
        "givenName": "Jonas", 
        "type": "Person"
      }, 
      {
        "familyName": "Roqueiro", 
        "givenName": "Damian", 
        "type": "Person"
      }, 
      {
        "familyName": "Saldana Miranda", 
        "givenName": "Diego", 
        "type": "Person"
      }, 
      {
        "familyName": "Sechidis", 
        "givenName": "Konstantinos", 
        "type": "Person"
      }, 
      {
        "familyName": "Gra\u00e7a", 
        "givenName": "Guilherme", 
        "type": "Person"
      }
    ], 
    "genre": "chapter", 
    "id": "sg:pub.10.1007/978-3-030-93736-2_1", 
    "isAccessibleForFree": true, 
    "isPartOf": {
      "isbn": [
        "978-3-030-93735-5", 
        "978-3-030-93736-2"
      ], 
      "name": "Machine Learning and Principles and Practice of Knowledge Discovery in Databases", 
      "type": "Book"
    }, 
    "keywords": [
      "deep learning model architecture", 
      "Local Interpretable Model-Agnostic Explanations", 
      "Interpretable Model-Agnostic Explanations", 
      "multivariate time series datasets", 
      "Model-Agnostic Explanations", 
      "time series forecasting", 
      "time series datasets", 
      "black-box models", 
      "model architecture", 
      "art performance", 
      "segmentation approach", 
      "time series forecast model", 
      "series forecasting", 
      "explanation methods", 
      "series datasets", 
      "time series data", 
      "failure forecasting", 
      "series data", 
      "time series", 
      "forecasting", 
      "debugging", 
      "forecast model", 
      "architecture", 
      "dataset", 
      "task", 
      "performance", 
      "model", 
      "extension", 
      "way", 
      "work", 
      "quality", 
      "data", 
      "method", 
      "weather", 
      "state", 
      "segments", 
      "series", 
      "understanding", 
      "attribution", 
      "explanation", 
      "approach"
    ], 
    "name": "TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models", 
    "pagination": "5-14", 
    "productId": [
      {
        "name": "dimensions_id", 
        "type": "PropertyValue", 
        "value": [
          "pub.1145662948"
        ]
      }, 
      {
        "name": "doi", 
        "type": "PropertyValue", 
        "value": [
          "10.1007/978-3-030-93736-2_1"
        ]
      }
    ], 
    "publisher": {
      "name": "Springer Nature", 
      "type": "Organisation"
    }, 
    "sameAs": [
      "https://doi.org/10.1007/978-3-030-93736-2_1", 
      "https://app.dimensions.ai/details/publication/pub.1145662948"
    ], 
    "sdDataset": "chapters", 
    "sdDatePublished": "2022-11-24T21:13", 
    "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
    "sdPublisher": {
      "name": "Springer Nature - SN SciGraph project", 
      "type": "Organization"
    }, 
    "sdSource": "s3://com-springernature-scigraph/baseset/20221124/entities/gbq_results/chapter/chapter_190.jsonl", 
    "type": "Chapter", 
    "url": "https://doi.org/10.1007/978-3-030-93736-2_1"
  }
]
 

Download the RDF metadata as:  json-ld nt turtle xml License info

HOW TO GET THIS DATA PROGRAMMATICALLY:

JSON-LD is a popular format for linked data which is fully compatible with JSON.

curl -H 'Accept: application/ld+json' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-93736-2_1'

N-Triples is a line-based linked data format ideal for batch operations.

curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-93736-2_1'

Turtle is a human-readable linked data format.

curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-93736-2_1'

RDF/XML is a standard XML format for linked data.

curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-030-93736-2_1'


 

This table displays all metadata directly associated to this object as RDF triples.

410 TRIPLES      22 PREDICATES      66 URIs      59 LITERALS      7 BLANK NODES

Subject Predicate Object
1 sg:pub.10.1007/978-3-030-93736-2_1 schema:about anzsrc-for:14
2 anzsrc-for:1403
3 schema:author N416058b3da1b4a2492535e6b1ad31e80
4 schema:datePublished 2021
5 schema:datePublishedReg 2021-01-01
6 schema:description Abstract Time series forecasting is a demanding task ranging from weather to failure forecasting with black-box models achieving state-of-the-art performances. However, understanding and debugging are not guaranteed. We propose TS-MULE, a local surrogate model explanation method specialized for time series extending the LIME approach. Our extended LIME works with various ways to segment and perturb the time series data. In our extension, we present six sampling segmentation approaches for time series to improve the quality of surrogate attributions and demonstrate their performances on three deep learning model architectures and three common multivariate time series datasets.
7 schema:editor N576a86c536e2429694b48ba7ae0266a3
8 schema:genre chapter
9 schema:isAccessibleForFree true
10 schema:isPartOf Neb4fe06fab77469f8e9ce14164cb5e7c
11 schema:keywords Interpretable Model-Agnostic Explanations
12 Local Interpretable Model-Agnostic Explanations
13 Model-Agnostic Explanations
14 approach
15 architecture
16 art performance
17 attribution
18 black-box models
19 data
20 dataset
21 debugging
22 deep learning model architecture
23 explanation
24 explanation methods
25 extension
26 failure forecasting
27 forecast model
28 forecasting
29 method
30 model
31 model architecture
32 multivariate time series datasets
33 performance
34 quality
35 segmentation approach
36 segments
37 series
38 series data
39 series datasets
40 series forecasting
41 state
42 task
43 time series
44 time series data
45 time series datasets
46 time series forecast model
47 time series forecasting
48 understanding
49 way
50 weather
51 work
52 schema:name TS-MULE: Local Interpretable Model-Agnostic Explanations for Time Series Forecast Models
53 schema:pagination 5-14
54 schema:productId N1a53f75ac90d434dbe3b59a2c10de6d1
55 N4c2d39c67df54cdab43f26edf4bcd210
56 schema:publisher Nd53bfef920ac42b3b10d90a2b696221f
57 schema:sameAs https://app.dimensions.ai/details/publication/pub.1145662948
58 https://doi.org/10.1007/978-3-030-93736-2_1
59 schema:sdDatePublished 2022-11-24T21:13
60 schema:sdLicense https://scigraph.springernature.com/explorer/license/
61 schema:sdPublisher N0de0b1614d1647829baaa168579860cb
62 schema:url https://doi.org/10.1007/978-3-030-93736-2_1
63 sgo:license sg:explorer/license/
64 sgo:sdDataset chapters
65 rdf:type schema:Chapter
66 N013370783bdb402b87bce60731999ac5 rdf:first Na1a0ca5f068d4e0c99c31bce967bb7cb
67 rdf:rest N5d4bf466ac6742498511202c7109fa80
68 N025f3cc512754fd8874b816633bf8c30 schema:familyName Cialfi
69 schema:givenName Daniela
70 rdf:type schema:Person
71 N02c494cacab94b5386f5e5c24d76a33e schema:familyName Verbelen
72 schema:givenName Tim
73 rdf:type schema:Person
74 N02e959b74ca94121a7a823f570756614 schema:familyName Graça
75 schema:givenName Guilherme
76 rdf:type schema:Person
77 N03779ffc17cd4ad3b650b413682095a7 schema:familyName Gallicchio
78 schema:givenName Claudio
79 rdf:type schema:Person
80 N054348a766d4458f83ab74b3c4e95d6d rdf:first Ncfd046ab700e468f8b2bfc0171448218
81 rdf:rest N1c07e70604fd4795a6c5ea3889b380eb
82 N075c5116985a452a9a9fed093dda0eb6 schema:familyName Pernkopf
83 schema:givenName Franz
84 rdf:type schema:Person
85 N0de0b1614d1647829baaa168579860cb schema:name Springer Nature - SN SciGraph project
86 rdf:type schema:Organization
87 N0e64c3b9976f462eb57f7b4253dcba30 schema:familyName Rinzivillo
88 schema:givenName Salvatore
89 rdf:type schema:Person
90 N0ed2c96f53bd47d589b4560f8fb82734 rdf:first Nda5e7aefc7fd4d608a8b8e837ad1d3f5
91 rdf:rest N7002708095d845cfaf1efb2224634ef5
92 N168200ea49554e5682bc0ef4256439fa schema:familyName Severini
93 schema:givenName Lorenzo
94 rdf:type schema:Person
95 N1848f86c3291465b968224ecbbdb9152 schema:familyName Koprinska
96 schema:givenName Irena
97 rdf:type schema:Person
98 N19d3dfd544d94a06965956181cb6e115 schema:familyName Adilova
99 schema:givenName Linara
100 rdf:type schema:Person
101 N1a53f75ac90d434dbe3b59a2c10de6d1 schema:name doi
102 schema:value 10.1007/978-3-030-93736-2_1
103 rdf:type schema:PropertyValue
104 N1b89669627d74929b1a5c9ab2e3fd0cf rdf:first N7924a3e1eca44329a70c21c246609645
105 rdf:rest N3e50e21801ba49269f3c070e481b6726
106 N1c07e70604fd4795a6c5ea3889b380eb rdf:first N2b4509c1daaf475381bd81d347958978
107 rdf:rest Nb05e92692b024c6b9de36bf08297c35d
108 N1e3cb742e44f458b8ca7300d3a4c42bc schema:affiliation grid-institutes:grid.9811.1
109 schema:familyName Vo
110 schema:givenName Duy Lam
111 rdf:type schema:Person
112 N1eb4ff2830f345138464ebf5687e820e rdf:first N1e3cb742e44f458b8ca7300d3a4c42bc
113 rdf:rest Nbba995a85ab441fdaa14caa577e00ed7
114 N1ed15e5d6de642aa9b2ec4ab1c3547f3 rdf:first sg:person.014055264163.61
115 rdf:rest rdf:nil
116 N22cb90bd35214394b6b669e9b07b51c2 schema:familyName Bibal
117 schema:givenName Adrien
118 rdf:type schema:Person
119 N2b4509c1daaf475381bd81d347958978 schema:familyName Kang
120 schema:givenName Bo
121 rdf:type schema:Person
122 N2c0c57dfd63942d4a98d904b5c8d6832 schema:familyName Viard
123 schema:givenName Tiphaine
124 rdf:type schema:Person
125 N2cbe93405c98476e829f3b1eec1b3d11 rdf:first N3317539bab404379b7fa022ee14fcc13
126 rdf:rest N8c30d28a6fe84046849ccd87a796cc1d
127 N2f6bae1615d3493296e35a8177e2df6e rdf:first N5409c77495fa45f5bd65ce35dadb3b92
128 rdf:rest N5743264612314c4dbfc6800ef2d7494b
129 N31024e5f7fc7400eb6b7b31989d509fd schema:familyName Biecek
130 schema:givenName Przemyslaw
131 rdf:type schema:Person
132 N3317539bab404379b7fa022ee14fcc13 schema:familyName Ntoutsi
133 schema:givenName Eirini
134 rdf:type schema:Person
135 N35b0acff7a25432ca7784aa99218c748 schema:familyName Zhou
136 schema:givenName Min
137 rdf:type schema:Person
138 N35f3bc9de844429392731a592b73f8c9 schema:familyName Rosenhahn
139 schema:givenName Bodo
140 rdf:type schema:Person
141 N38c98a1263ca49b58c741c201a9e4ae2 rdf:first Nd8bc16c6a21d40ab8acb3f604511982b
142 rdf:rest N54361ed55969430bb8b4bec2e8614c4c
143 N3a436885bf7c4283a0f0a61fcfb967c1 schema:familyName Bordino
144 schema:givenName Ilaria
145 rdf:type schema:Person
146 N3b87d0b73210470f88ff692a37159d12 schema:familyName Ribeiro
147 schema:givenName Rita
148 rdf:type schema:Person
149 N3e50e21801ba49269f3c070e481b6726 rdf:first N168200ea49554e5682bc0ef4256439fa
150 rdf:rest N9003dbdd7c554752bca607364c78b647
151 N416058b3da1b4a2492535e6b1ad31e80 rdf:first sg:person.07642506703.21
152 rdf:rest N1eb4ff2830f345138464ebf5687e820e
153 N488e6ac290124558ae4012f45490d93e rdf:first N5810217ead90491aa06d49b0e12eff84
154 rdf:rest N013370783bdb402b87bce60731999ac5
155 N491aa9f7cadd4b4e8659c1ce07f563ef rdf:first Nc31287c238fb411196d5cdc2a0b835c5
156 rdf:rest Nbd21495e16654ffeae4ae4c59f4e537c
157 N49cb2fd8b05f46959d12ee383a86f36a rdf:first Nce8f47500130414c8d33ae685c9b5291
158 rdf:rest Nbee4ed3516ba4bddbfd3f1f2ddd6f34d
159 N4c2d39c67df54cdab43f26edf4bcd210 schema:name dimensions_id
160 schema:value pub.1145662948
161 rdf:type schema:PropertyValue
162 N5409c77495fa45f5bd65ce35dadb3b92 schema:familyName Bitetta
163 schema:givenName Valerio
164 rdf:type schema:Person
165 N54361ed55969430bb8b4bec2e8614c4c rdf:first Ndbbda8e0dbd949b596ec72608e06a9e6
166 rdf:rest N566c7fef90144db393d463ea60f4d874
167 N54ac4da091944c018678928da6c445c1 rdf:first N31024e5f7fc7400eb6b7b31989d509fd
168 rdf:rest N2cbe93405c98476e829f3b1eec1b3d11
169 N566c7fef90144db393d463ea60f4d874 rdf:first Nab2492a23ccd48c6986a10552212c1c3
170 rdf:rest Nc60b861808404121a0f8f32b013d455f
171 N568300e5aafc4d938648e639cbcb4925 rdf:first N904ab1c37ed54fab9918be8dcbeafd95
172 rdf:rest N0ed2c96f53bd47d589b4560f8fb82734
173 N5743264612314c4dbfc6800ef2d7494b rdf:first N3a436885bf7c4283a0f0a61fcfb967c1
174 rdf:rest N770037d9475b4e409f9c1ca12d41c547
175 N576a86c536e2429694b48ba7ae0266a3 rdf:first N57dafa89689b48569ec69ef9c057e5dd
176 rdf:rest N6cd37cecede2416f9e49fabd6903b93e
177 N57dafa89689b48569ec69ef9c057e5dd schema:familyName Kamp
178 schema:givenName Michael
179 rdf:type schema:Person
180 N5810217ead90491aa06d49b0e12eff84 schema:familyName Ferreira
181 schema:givenName Pedro M.
182 rdf:type schema:Person
183 N5bbdcb396c704a54b0b866d613362676 schema:familyName Largeron
184 schema:givenName Christine
185 rdf:type schema:Person
186 N5d4bf466ac6742498511202c7109fa80 rdf:first N614694d0fd4f4957bff2ac6b94a6a9ea
187 rdf:rest N38c98a1263ca49b58c741c201a9e4ae2
188 N60e50de21342433cafe1eae75fcc10df rdf:first N025f3cc512754fd8874b816633bf8c30
189 rdf:rest Nd5d0526e30604c2199187215f72872bb
190 N614694d0fd4f4957bff2ac6b94a6a9ea schema:familyName Malerba
191 schema:givenName Donato
192 rdf:type schema:Person
193 N626cd6879fcb4e2289b79d1f95ade376 rdf:first Nf80fe4e8892c4fe19058195d83c72ffb
194 rdf:rest Nd8e8193c7a86431abe98a92fb772e8af
195 N62e75548c3b74c53ab3df3b00e8f2cc6 rdf:first Na56e84abff5d489baee27ab644837e04
196 rdf:rest N711247002d8f4c06af71050eff1ae880
197 N63e91cb3e7134c3a8658b41a1f6a9562 schema:familyName Gama
198 schema:givenName João
199 rdf:type schema:Person
200 N64c9ed51e9b94c73a91cd56302d1bb40 rdf:first Nf1f6262f349e4b5281b406782df8aa79
201 rdf:rest N6ac81735ca354947812053e02db3990c
202 N66f6b294bfcd4c3f93cfe4819e400911 schema:familyName Ramstead
203 schema:givenName Maxwell
204 rdf:type schema:Person
205 N6ac81735ca354947812053e02db3990c rdf:first N713cd1a773a2403cac15152bca0b3140
206 rdf:rest Nb22670e20b7f46ecb9b20973200a67cc
207 N6c201d296ba14a76b778be2d47a580ed schema:familyName Monreale
208 schema:givenName Anna
209 rdf:type schema:Person
210 N6cd37cecede2416f9e49fabd6903b93e rdf:first N1848f86c3291465b968224ecbbdb9152
211 rdf:rest N9496928891dc4b1aac96f26e77a52328
212 N7002708095d845cfaf1efb2224634ef5 rdf:first N03779ffc17cd4ad3b650b413682095a7
213 rdf:rest N49cb2fd8b05f46959d12ee383a86f36a
214 N711247002d8f4c06af71050eff1ae880 rdf:first N02e959b74ca94121a7a823f570756614
215 rdf:rest rdf:nil
216 N713cd1a773a2403cac15152bca0b3140 schema:familyName Schindler
217 schema:givenName Günther
218 rdf:type schema:Person
219 N72795699503347d383114e4a9c74ad59 schema:familyName Welke
220 schema:givenName Pascal
221 rdf:type schema:Person
222 N770037d9475b4e409f9c1ca12d41c547 rdf:first Nd9f4c26dd60e4b71877fb3e615a659c6
223 rdf:rest N86b4029bd02e44c9800e547bdf1e1f82
224 N7750bf9cfa30432287d573a1ad61a324 rdf:first Ndf16135bcc064adfa6015c1455becd67
225 rdf:rest N787227611e574b8988e22eda8299e098
226 N787227611e574b8988e22eda8299e098 rdf:first N99aa415a52664636bbc028c6f1ad481c
227 rdf:rest Nc0081a4075d6408ea5dc97b1b8f9e84a
228 N7924a3e1eca44329a70c21c246609645 schema:familyName Ponti
229 schema:givenName Giovanni
230 rdf:type schema:Person
231 N7ba5c3f7162143018c3bd1b6b98f736e rdf:first N63e91cb3e7134c3a8658b41a1f6a9562
232 rdf:rest N8e0c9aa1be77452585dcbfd8e5b157a0
233 N82c16b7a04674a159fe6df40742d18ba schema:familyName Lanillos
234 schema:givenName Pablo
235 rdf:type schema:Person
236 N86b4029bd02e44c9800e547bdf1e1f82 rdf:first Ncffb593198fe4d3382f025c2530ab4b1
237 rdf:rest N1b89669627d74929b1a5c9ab2e3fd0cf
238 N8847cb6d63894183a688f96310a6bc61 schema:familyName Buckley
239 schema:givenName Christopher
240 rdf:type schema:Person
241 N8bda3b87935f4f6083fe34149f81639b rdf:first N0e64c3b9976f462eb57f7b4253dcba30
242 rdf:rest N54ac4da091944c018678928da6c445c1
243 N8c30d28a6fe84046849ccd87a796cc1d rdf:first Nd9288766bc314478aff4af10d0969495
244 rdf:rest Nb6a859f96a0b4dde844efeec3a70f3bf
245 N8dcae94ecd98434fa1fde0ddfbc0f2a0 rdf:first N02c494cacab94b5386f5e5c24d76a33e
246 rdf:rest N488e6ac290124558ae4012f45490d93e
247 N8e0c9aa1be77452585dcbfd8e5b157a0 rdf:first Nf3cd119a138a455fac69d5dc8c50e24a
248 rdf:rest N7750bf9cfa30432287d573a1ad61a324
249 N8f9958943f074ee0ae65494797f6a979 rdf:first Neb42c6b87d0f4e61897de744053a77d7
250 rdf:rest N9c9e23733109466694e18caa1b914eb5
251 N9003dbdd7c554752bca607364c78b647 rdf:first N3b87d0b73210470f88ff692a37159d12
252 rdf:rest N7ba5c3f7162143018c3bd1b6b98f736e
253 N904ab1c37ed54fab9918be8dcbeafd95 schema:familyName Ruocco
254 schema:givenName Massimiliano
255 rdf:type schema:Person
256 N9496928891dc4b1aac96f26e77a52328 rdf:first N22cb90bd35214394b6b669e9b07b51c2
257 rdf:rest Nbcbaf1b2d7094f8289bd86095c5b3381
258 N975ba69cb342461daa02667f25cbe76d schema:familyName Ventura
259 schema:givenName Sebastian
260 rdf:type schema:Person
261 N9907db4833bb4b558db8244f1d0fc2b6 schema:familyName Richiardi
262 schema:givenName Jonas
263 rdf:type schema:Person
264 N99aa415a52664636bbc028c6f1ad481c schema:familyName Ghazaleh
265 schema:givenName Naghmeh
266 rdf:type schema:Person
267 N9c9e23733109466694e18caa1b914eb5 rdf:first Naa3f4046dc76482c986932dc2c0b0f7a
268 rdf:rest Ne572214d516e458a96466e42bfa67d69
269 Na1a0ca5f068d4e0c99c31bce967bb7cb schema:familyName Andresini
270 schema:givenName Giuseppina
271 rdf:type schema:Person
272 Na56e84abff5d489baee27ab644837e04 schema:familyName Sechidis
273 schema:givenName Konstantinos
274 rdf:type schema:Person
275 Naa3f4046dc76482c986932dc2c0b0f7a schema:familyName Oramas
276 schema:givenName José
277 rdf:type schema:Person
278 Nab2492a23ccd48c6986a10552212c1c3 schema:familyName Nawaz
279 schema:givenName M. Saqib
280 rdf:type schema:Person
281 Nae8569bf16604c46b9ff987040713ab5 rdf:first Nf19b2e4a0396448f969a62756b70b85d
282 rdf:rest N62e75548c3b74c53ab3df3b00e8f2cc6
283 Nb05e92692b024c6b9de36bf08297c35d rdf:first N5bbdcb396c704a54b0b866d613362676
284 rdf:rest N626cd6879fcb4e2289b79d1f95ade376
285 Nb22670e20b7f46ecb9b20973200a67cc rdf:first Nf0b7775e466d475abf23c8332ccda23f
286 rdf:rest Ncfc721b5b6cd4571acd55d939fd19c28
287 Nb6a859f96a0b4dde844efeec3a70f3bf rdf:first N35f3bc9de844429392731a592b73f8c9
288 rdf:rest Nbdde32b876ea43c8a9eb8a1b5a9a24cf
289 Nbba995a85ab441fdaa14caa577e00ed7 rdf:first sg:person.0635776571.01
290 rdf:rest N1ed15e5d6de642aa9b2ec4ab1c3547f3
291 Nbcbaf1b2d7094f8289bd86095c5b3381 rdf:first Ne61776c6fbb84842807ab2366a888c3c
292 rdf:rest Ne0433f6fdb5840a792cb3004419dc580
293 Nbd21495e16654ffeae4ae4c59f4e537c rdf:first N35b0acff7a25432ca7784aa99218c748
294 rdf:rest N2f6bae1615d3493296e35a8177e2df6e
295 Nbdde32b876ea43c8a9eb8a1b5a9a24cf rdf:first N8847cb6d63894183a688f96310a6bc61
296 rdf:rest N60e50de21342433cafe1eae75fcc10df
297 Nbee4ed3516ba4bddbfd3f1f2ddd6f34d rdf:first N075c5116985a452a9a9fed093dda0eb6
298 rdf:rest Nde270eb7c2004736a440954ebd092495
299 Nc0081a4075d6408ea5dc97b1b8f9e84a rdf:first N9907db4833bb4b558db8244f1d0fc2b6
300 rdf:rest Nceb5ca4538594dd0946bd1d1f9b5ab08
301 Nc1a01efe833e4ed7b26ed2de5e826d20 schema:familyName Roqueiro
302 schema:givenName Damian
303 rdf:type schema:Person
304 Nc31287c238fb411196d5cdc2a0b835c5 schema:familyName Sun
305 schema:givenName Meng
306 rdf:type schema:Person
307 Nc60b861808404121a0f8f32b013d455f rdf:first N975ba69cb342461daa02667f25cbe76d
308 rdf:rest N491aa9f7cadd4b4e8659c1ce07f563ef
309 Nc6418bddccd64adaa4578be810624022 schema:familyName Blott
310 schema:givenName Michaela
311 rdf:type schema:Person
312 Nce8f47500130414c8d33ae685c9b5291 schema:familyName Schiele
313 schema:givenName Gregor
314 rdf:type schema:Person
315 Nceb5ca4538594dd0946bd1d1f9b5ab08 rdf:first Nc1a01efe833e4ed7b26ed2de5e826d20
316 rdf:rest Nae8569bf16604c46b9ff987040713ab5
317 Ncfc721b5b6cd4571acd55d939fd19c28 rdf:first N6c201d296ba14a76b778be2d47a580ed
318 rdf:rest N8bda3b87935f4f6083fe34149f81639b
319 Ncfd046ab700e468f8b2bfc0171448218 schema:familyName Krishnamurthy
320 schema:givenName Yamuna
321 rdf:type schema:Person
322 Ncffb593198fe4d3382f025c2530ab4b1 schema:familyName Gullo
323 schema:givenName Francesco
324 rdf:type schema:Person
325 Nd53bfef920ac42b3b10d90a2b696221f schema:name Springer Nature
326 rdf:type schema:Organisation
327 Nd5d0526e30604c2199187215f72872bb rdf:first N82c16b7a04674a159fe6df40742d18ba
328 rdf:rest Ne570cdd76da94e339f328e74446311e6
329 Nd6d5a4164c2349769a85bcaf817d2854 rdf:first N72795699503347d383114e4a9c74ad59
330 rdf:rest N568300e5aafc4d938648e639cbcb4925
331 Nd8bc16c6a21d40ab8acb3f604511982b schema:familyName Medeiros
332 schema:givenName Ibéria
333 rdf:type schema:Person
334 Nd8e8193c7a86431abe98a92fb772e8af rdf:first N2c0c57dfd63942d4a98d904b5c8d6832
335 rdf:rest Nd6d5a4164c2349769a85bcaf817d2854
336 Nd9288766bc314478aff4af10d0969495 schema:familyName Pechenizkiy
337 schema:givenName Mykola
338 rdf:type schema:Person
339 Nd9f4c26dd60e4b71877fb3e615a659c6 schema:familyName Ferretti
340 schema:givenName Andrea
341 rdf:type schema:Person
342 Nda5e7aefc7fd4d608a8b8e837ad1d3f5 schema:familyName Aune
343 schema:givenName Erlend
344 rdf:type schema:Person
345 Ndbbda8e0dbd949b596ec72608e06a9e6 schema:familyName Fournier-Viger
346 schema:givenName Philippe
347 rdf:type schema:Person
348 Nde270eb7c2004736a440954ebd092495 rdf:first Nc6418bddccd64adaa4578be810624022
349 rdf:rest N64c9ed51e9b94c73a91cd56302d1bb40
350 Ndf16135bcc064adfa6015c1455becd67 schema:familyName Cooper
351 schema:givenName Lee
352 rdf:type schema:Person
353 Ne0433f6fdb5840a792cb3004419dc580 rdf:first Nebbdaf52d1fe4abf8029cfbd13229a17
354 rdf:rest N8f9958943f074ee0ae65494797f6a979
355 Ne570cdd76da94e339f328e74446311e6 rdf:first N66f6b294bfcd4c3f93cfe4819e400911
356 rdf:rest N8dcae94ecd98434fa1fde0ddfbc0f2a0
357 Ne572214d516e458a96466e42bfa67d69 rdf:first N19d3dfd544d94a06965956181cb6e115
358 rdf:rest N054348a766d4458f83ab74b3c4e95d6d
359 Ne61776c6fbb84842807ab2366a888c3c schema:familyName Bouadi
360 schema:givenName Tassadit
361 rdf:type schema:Person
362 Neb42c6b87d0f4e61897de744053a77d7 schema:familyName Galárraga
363 schema:givenName Luis
364 rdf:type schema:Person
365 Neb4fe06fab77469f8e9ce14164cb5e7c schema:isbn 978-3-030-93735-5
366 978-3-030-93736-2
367 schema:name Machine Learning and Principles and Practice of Knowledge Discovery in Databases
368 rdf:type schema:Book
369 Nebbdaf52d1fe4abf8029cfbd13229a17 schema:familyName Frénay
370 schema:givenName Benoît
371 rdf:type schema:Person
372 Nf0b7775e466d475abf23c8332ccda23f schema:familyName Guidotti
373 schema:givenName Riccardo
374 rdf:type schema:Person
375 Nf19b2e4a0396448f969a62756b70b85d schema:familyName Saldana Miranda
376 schema:givenName Diego
377 rdf:type schema:Person
378 Nf1f6262f349e4b5281b406782df8aa79 schema:familyName Fröning
379 schema:givenName Holger
380 rdf:type schema:Person
381 Nf3cd119a138a455fac69d5dc8c50e24a schema:familyName Gavaldà
382 schema:givenName Ricard
383 rdf:type schema:Person
384 Nf80fe4e8892c4fe19058195d83c72ffb schema:familyName Lijffijt
385 schema:givenName Jefrey
386 rdf:type schema:Person
387 anzsrc-for:14 schema:inDefinedTermSet anzsrc-for:
388 schema:name Economics
389 rdf:type schema:DefinedTerm
390 anzsrc-for:1403 schema:inDefinedTermSet anzsrc-for:
391 schema:name Econometrics
392 rdf:type schema:DefinedTerm
393 sg:person.014055264163.61 schema:affiliation grid-institutes:grid.9811.1
394 schema:familyName Seebacher
395 schema:givenName Daniel
396 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.014055264163.61
397 rdf:type schema:Person
398 sg:person.0635776571.01 schema:affiliation grid-institutes:grid.9811.1
399 schema:familyName Keim
400 schema:givenName Daniel A.
401 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.0635776571.01
402 rdf:type schema:Person
403 sg:person.07642506703.21 schema:affiliation grid-institutes:grid.9811.1
404 schema:familyName Schlegel
405 schema:givenName Udo
406 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.07642506703.21
407 rdf:type schema:Person
408 grid-institutes:grid.9811.1 schema:alternateName University of Konstanz, Konstanz, Germany
409 schema:name University of Konstanz, Konstanz, Germany
410 rdf:type schema:Organization
 




Preview window. Press ESC to close (or click here)


...