Improving Forecasting Using Information Fusion in Local Agricultural Markets View Full Text


Ontology type: schema:Chapter     


Chapter Info

DATE

2018-06-08

AUTHORS

Washington R. Padilla , Jesús García , José M. Molina

ABSTRACT

This research explores the capacity of Information Fusion to extract knowledge about associations among agricultural products, which allows prediction for future consumption in local markets in the Andean region of Ecuador. This commercial activity is performed using Alternative Marketing Circuits (CIALCO), seeking to establish a direct relationship between producer and consumer prices, and promote buying and selling among family groups. In the results we see that, information fusion from heterogenous data sources that are spatially located allows to establish best association rules among data sources (several products on several local markets) to infer significant improvement in time forecasting and spatial prediction accuracy for the future sales of agricultural products. More... »

PAGES

479-489

References to SciGraph publications

  • 2016. CIALCO: Alternative Marketing Channels in HIGHLIGHTS OF PRACTICAL APPLICATIONS OF SCALABLE MULTI-AGENT SYSTEMS. THE PAAMS COLLECTION
  • Book

    TITLE

    Hybrid Artificial Intelligent Systems

    ISBN

    978-3-319-92638-4
    978-3-319-92639-1

    Author Affiliations

    Identifiers

    URI

    http://scigraph.springernature.com/pub.10.1007/978-3-319-92639-1_40

    DOI

    http://dx.doi.org/10.1007/978-3-319-92639-1_40

    DIMENSIONS

    https://app.dimensions.ai/details/publication/pub.1104468626


    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/2008/0909", 
            "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
            "name": "Geomatic Engineering", 
            "type": "DefinedTerm"
          }, 
          {
            "id": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/09", 
            "inDefinedTermSet": "http://purl.org/au-research/vocabulary/anzsrc-for/2008/", 
            "name": "Engineering", 
            "type": "DefinedTerm"
          }
        ], 
        "author": [
          {
            "affiliation": {
              "name": [
                "Research Group Ideia Geoca, Salesian Polytechnic University of Quito-Ecuador Engineer Systems, Quito, Ecuador"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Padilla", 
            "givenName": "Washington R.", 
            "id": "sg:person.011475617206.08", 
            "sameAs": [
              "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011475617206.08"
            ], 
            "type": "Person"
          }, 
          {
            "affiliation": {
              "alternateName": "Carlos III University of Madrid", 
              "id": "https://www.grid.ac/institutes/grid.7840.b", 
              "name": [
                "Applied Artificial Intelligence Group, Carlos III University, Madrid, Spain"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Garc\u00eda", 
            "givenName": "Jes\u00fas", 
            "id": "sg:person.015704626355.98", 
            "sameAs": [
              "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015704626355.98"
            ], 
            "type": "Person"
          }, 
          {
            "affiliation": {
              "alternateName": "Carlos III University of Madrid", 
              "id": "https://www.grid.ac/institutes/grid.7840.b", 
              "name": [
                "Applied Artificial Intelligence Group, Carlos III University, Madrid, Spain"
              ], 
              "type": "Organization"
            }, 
            "familyName": "Molina", 
            "givenName": "Jos\u00e9 M.", 
            "id": "sg:person.010563353054.10", 
            "sameAs": [
              "https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010563353054.10"
            ], 
            "type": "Person"
          }
        ], 
        "citation": [
          {
            "id": "https://doi.org/10.1016/j.inffus.2014.01.011", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1003849945"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "sg:pub.10.1007/978-3-319-39387-2_26", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1025670024", 
              "https://doi.org/10.1007/978-3-319-39387-2_26"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1016/j.eswa.2010.12.118", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1027249055"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1016/j.inffus.2014.02.001", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1039701232"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1049/cje.2016.05.019", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1056747902"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1109/csiec.2017.7940158", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1094755278"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1109/cidm.2011.5949303", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1095328734"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1201/9781420089776", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1109391298"
            ], 
            "type": "CreativeWork"
          }, 
          {
            "id": "https://doi.org/10.1201/9781420053098", 
            "sameAs": [
              "https://app.dimensions.ai/details/publication/pub.1109725822"
            ], 
            "type": "CreativeWork"
          }
        ], 
        "datePublished": "2018-06-08", 
        "datePublishedReg": "2018-06-08", 
        "description": "This research explores the capacity of Information Fusion to extract knowledge about associations among agricultural products, which allows prediction for future consumption in local markets in the Andean region of Ecuador. This commercial activity is performed using Alternative Marketing Circuits (CIALCO), seeking to establish a direct relationship between producer and consumer prices, and promote buying and selling among family groups. In the results we see that, information fusion from heterogenous data sources that are spatially located allows to establish best association rules among data sources (several products on several local markets) to infer significant improvement in time forecasting and spatial prediction accuracy for the future sales of agricultural products.", 
        "editor": [
          {
            "familyName": "de Cos Juez", 
            "givenName": "Francisco Javier", 
            "type": "Person"
          }, 
          {
            "familyName": "Villar", 
            "givenName": "Jos\u00e9 Ram\u00f3n", 
            "type": "Person"
          }, 
          {
            "familyName": "de la Cal", 
            "givenName": "Enrique A.", 
            "type": "Person"
          }, 
          {
            "familyName": "Herrero", 
            "givenName": "\u00c1lvaro", 
            "type": "Person"
          }, 
          {
            "familyName": "Quinti\u00e1n", 
            "givenName": "H\u00e9ctor", 
            "type": "Person"
          }, 
          {
            "familyName": "S\u00e1ez", 
            "givenName": "Jos\u00e9 Ant\u00f3nio", 
            "type": "Person"
          }, 
          {
            "familyName": "Corchado", 
            "givenName": "Emilio", 
            "type": "Person"
          }
        ], 
        "genre": "chapter", 
        "id": "sg:pub.10.1007/978-3-319-92639-1_40", 
        "inLanguage": [
          "en"
        ], 
        "isAccessibleForFree": false, 
        "isPartOf": {
          "isbn": [
            "978-3-319-92638-4", 
            "978-3-319-92639-1"
          ], 
          "name": "Hybrid Artificial Intelligent Systems", 
          "type": "Book"
        }, 
        "name": "Improving Forecasting Using Information Fusion in Local Agricultural Markets", 
        "pagination": "479-489", 
        "productId": [
          {
            "name": "doi", 
            "type": "PropertyValue", 
            "value": [
              "10.1007/978-3-319-92639-1_40"
            ]
          }, 
          {
            "name": "readcube_id", 
            "type": "PropertyValue", 
            "value": [
              "4ece4ca28123dae636f8912c78b3e00114f02a0a8c13bc4e242201c721b94778"
            ]
          }, 
          {
            "name": "dimensions_id", 
            "type": "PropertyValue", 
            "value": [
              "pub.1104468626"
            ]
          }
        ], 
        "publisher": {
          "location": "Cham", 
          "name": "Springer International Publishing", 
          "type": "Organisation"
        }, 
        "sameAs": [
          "https://doi.org/10.1007/978-3-319-92639-1_40", 
          "https://app.dimensions.ai/details/publication/pub.1104468626"
        ], 
        "sdDataset": "chapters", 
        "sdDatePublished": "2019-04-16T05:00", 
        "sdLicense": "https://scigraph.springernature.com/explorer/license/", 
        "sdPublisher": {
          "name": "Springer Nature - SN SciGraph project", 
          "type": "Organization"
        }, 
        "sdSource": "s3://com-uberresearch-data-dimensions-target-20181106-alternative/cleanup/v134/2549eaecd7973599484d7c17b260dba0a4ecb94b/merge/v9/a6c9fde33151104705d4d7ff012ea9563521a3ce/jats-lookup/v90/0000000325_0000000325/records_100797_00000000.jsonl", 
        "type": "Chapter", 
        "url": "https://link.springer.com/10.1007%2F978-3-319-92639-1_40"
      }
    ]
     

    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.10.1007/978-3-319-92639-1_40'

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

    curl -H 'Accept: application/n-triples' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-92639-1_40'

    Turtle is a human-readable linked data format.

    curl -H 'Accept: text/turtle' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-92639-1_40'

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

    curl -H 'Accept: application/rdf+xml' 'https://scigraph.springernature.com/pub.10.1007/978-3-319-92639-1_40'


     

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

    139 TRIPLES      23 PREDICATES      35 URIs      19 LITERALS      8 BLANK NODES

    Subject Predicate Object
    1 sg:pub.10.1007/978-3-319-92639-1_40 schema:about anzsrc-for:09
    2 anzsrc-for:0909
    3 schema:author N12bdf01b28db4e1a847b0acccc37d7ea
    4 schema:citation sg:pub.10.1007/978-3-319-39387-2_26
    5 https://doi.org/10.1016/j.eswa.2010.12.118
    6 https://doi.org/10.1016/j.inffus.2014.01.011
    7 https://doi.org/10.1016/j.inffus.2014.02.001
    8 https://doi.org/10.1049/cje.2016.05.019
    9 https://doi.org/10.1109/cidm.2011.5949303
    10 https://doi.org/10.1109/csiec.2017.7940158
    11 https://doi.org/10.1201/9781420053098
    12 https://doi.org/10.1201/9781420089776
    13 schema:datePublished 2018-06-08
    14 schema:datePublishedReg 2018-06-08
    15 schema:description This research explores the capacity of Information Fusion to extract knowledge about associations among agricultural products, which allows prediction for future consumption in local markets in the Andean region of Ecuador. This commercial activity is performed using Alternative Marketing Circuits (CIALCO), seeking to establish a direct relationship between producer and consumer prices, and promote buying and selling among family groups. In the results we see that, information fusion from heterogenous data sources that are spatially located allows to establish best association rules among data sources (several products on several local markets) to infer significant improvement in time forecasting and spatial prediction accuracy for the future sales of agricultural products.
    16 schema:editor Ncbdfa179bb244c52a2b4316794ddc43a
    17 schema:genre chapter
    18 schema:inLanguage en
    19 schema:isAccessibleForFree false
    20 schema:isPartOf Nef8677292a2a4e2784e2e73716aa45d1
    21 schema:name Improving Forecasting Using Information Fusion in Local Agricultural Markets
    22 schema:pagination 479-489
    23 schema:productId N39852a1fb89d48d1add5de80d1be07f8
    24 N7b4301306847455ba42d9972ac2c37a2
    25 Ne0479b6e0fd84fc1a170252f638bc12a
    26 schema:publisher N0faa9bb6a9084302bc3437dd8453d57b
    27 schema:sameAs https://app.dimensions.ai/details/publication/pub.1104468626
    28 https://doi.org/10.1007/978-3-319-92639-1_40
    29 schema:sdDatePublished 2019-04-16T05:00
    30 schema:sdLicense https://scigraph.springernature.com/explorer/license/
    31 schema:sdPublisher Nf1e20249813c4c669321bb9e0b72d2a6
    32 schema:url https://link.springer.com/10.1007%2F978-3-319-92639-1_40
    33 sgo:license sg:explorer/license/
    34 sgo:sdDataset chapters
    35 rdf:type schema:Chapter
    36 N0faa9bb6a9084302bc3437dd8453d57b schema:location Cham
    37 schema:name Springer International Publishing
    38 rdf:type schema:Organisation
    39 N12bdf01b28db4e1a847b0acccc37d7ea rdf:first sg:person.011475617206.08
    40 rdf:rest N78ffafd988814bc288d2da042fd10eeb
    41 N16480569404e482d87f79011e4f762fd rdf:first N9e368a5d1d374b10a9bde82f9af0e730
    42 rdf:rest N2a249bc6c4da4866a184ea5e8d055f4e
    43 N22e7da97874d43cc8a7dceca8f051c70 schema:familyName de la Cal
    44 schema:givenName Enrique A.
    45 rdf:type schema:Person
    46 N26426124bafc41fd9b380756ed7d3707 schema:familyName Herrero
    47 schema:givenName Álvaro
    48 rdf:type schema:Person
    49 N2a249bc6c4da4866a184ea5e8d055f4e rdf:first N22e7da97874d43cc8a7dceca8f051c70
    50 rdf:rest N7c36bb9d777f4866aa5978058bdb8d28
    51 N39852a1fb89d48d1add5de80d1be07f8 schema:name readcube_id
    52 schema:value 4ece4ca28123dae636f8912c78b3e00114f02a0a8c13bc4e242201c721b94778
    53 rdf:type schema:PropertyValue
    54 N3e0a1c4cbc3644fa9bdc006780829af0 schema:familyName Quintián
    55 schema:givenName Héctor
    56 rdf:type schema:Person
    57 N5380ffbe792244e88ebc4aa6ea0fcbe1 rdf:first N3e0a1c4cbc3644fa9bdc006780829af0
    58 rdf:rest Nc80594987f704e78a1c87ccc503e7b32
    59 N6eee04af093347a5906824e88d14fe22 schema:name Research Group Ideia Geoca, Salesian Polytechnic University of Quito-Ecuador Engineer Systems, Quito, Ecuador
    60 rdf:type schema:Organization
    61 N70c936f1640d44f7a58c8e02eb9ed502 schema:familyName de Cos Juez
    62 schema:givenName Francisco Javier
    63 rdf:type schema:Person
    64 N78ffafd988814bc288d2da042fd10eeb rdf:first sg:person.015704626355.98
    65 rdf:rest Nb97d4cda33124a55bf6f31ac6e3b72cd
    66 N7b4301306847455ba42d9972ac2c37a2 schema:name doi
    67 schema:value 10.1007/978-3-319-92639-1_40
    68 rdf:type schema:PropertyValue
    69 N7c36bb9d777f4866aa5978058bdb8d28 rdf:first N26426124bafc41fd9b380756ed7d3707
    70 rdf:rest N5380ffbe792244e88ebc4aa6ea0fcbe1
    71 N9e368a5d1d374b10a9bde82f9af0e730 schema:familyName Villar
    72 schema:givenName José Ramón
    73 rdf:type schema:Person
    74 Nab8784e469a34c939412b74731627f87 schema:familyName Sáez
    75 schema:givenName José António
    76 rdf:type schema:Person
    77 Naf09a08b810a4b249a825f3419872680 schema:familyName Corchado
    78 schema:givenName Emilio
    79 rdf:type schema:Person
    80 Nb5bcdf2e975945f5bea4397ac85f8b4e rdf:first Naf09a08b810a4b249a825f3419872680
    81 rdf:rest rdf:nil
    82 Nb97d4cda33124a55bf6f31ac6e3b72cd rdf:first sg:person.010563353054.10
    83 rdf:rest rdf:nil
    84 Nc80594987f704e78a1c87ccc503e7b32 rdf:first Nab8784e469a34c939412b74731627f87
    85 rdf:rest Nb5bcdf2e975945f5bea4397ac85f8b4e
    86 Ncbdfa179bb244c52a2b4316794ddc43a rdf:first N70c936f1640d44f7a58c8e02eb9ed502
    87 rdf:rest N16480569404e482d87f79011e4f762fd
    88 Ne0479b6e0fd84fc1a170252f638bc12a schema:name dimensions_id
    89 schema:value pub.1104468626
    90 rdf:type schema:PropertyValue
    91 Nef8677292a2a4e2784e2e73716aa45d1 schema:isbn 978-3-319-92638-4
    92 978-3-319-92639-1
    93 schema:name Hybrid Artificial Intelligent Systems
    94 rdf:type schema:Book
    95 Nf1e20249813c4c669321bb9e0b72d2a6 schema:name Springer Nature - SN SciGraph project
    96 rdf:type schema:Organization
    97 anzsrc-for:09 schema:inDefinedTermSet anzsrc-for:
    98 schema:name Engineering
    99 rdf:type schema:DefinedTerm
    100 anzsrc-for:0909 schema:inDefinedTermSet anzsrc-for:
    101 schema:name Geomatic Engineering
    102 rdf:type schema:DefinedTerm
    103 sg:person.010563353054.10 schema:affiliation https://www.grid.ac/institutes/grid.7840.b
    104 schema:familyName Molina
    105 schema:givenName José M.
    106 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.010563353054.10
    107 rdf:type schema:Person
    108 sg:person.011475617206.08 schema:affiliation N6eee04af093347a5906824e88d14fe22
    109 schema:familyName Padilla
    110 schema:givenName Washington R.
    111 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.011475617206.08
    112 rdf:type schema:Person
    113 sg:person.015704626355.98 schema:affiliation https://www.grid.ac/institutes/grid.7840.b
    114 schema:familyName García
    115 schema:givenName Jesús
    116 schema:sameAs https://app.dimensions.ai/discover/publication?and_facet_researcher=ur.015704626355.98
    117 rdf:type schema:Person
    118 sg:pub.10.1007/978-3-319-39387-2_26 schema:sameAs https://app.dimensions.ai/details/publication/pub.1025670024
    119 https://doi.org/10.1007/978-3-319-39387-2_26
    120 rdf:type schema:CreativeWork
    121 https://doi.org/10.1016/j.eswa.2010.12.118 schema:sameAs https://app.dimensions.ai/details/publication/pub.1027249055
    122 rdf:type schema:CreativeWork
    123 https://doi.org/10.1016/j.inffus.2014.01.011 schema:sameAs https://app.dimensions.ai/details/publication/pub.1003849945
    124 rdf:type schema:CreativeWork
    125 https://doi.org/10.1016/j.inffus.2014.02.001 schema:sameAs https://app.dimensions.ai/details/publication/pub.1039701232
    126 rdf:type schema:CreativeWork
    127 https://doi.org/10.1049/cje.2016.05.019 schema:sameAs https://app.dimensions.ai/details/publication/pub.1056747902
    128 rdf:type schema:CreativeWork
    129 https://doi.org/10.1109/cidm.2011.5949303 schema:sameAs https://app.dimensions.ai/details/publication/pub.1095328734
    130 rdf:type schema:CreativeWork
    131 https://doi.org/10.1109/csiec.2017.7940158 schema:sameAs https://app.dimensions.ai/details/publication/pub.1094755278
    132 rdf:type schema:CreativeWork
    133 https://doi.org/10.1201/9781420053098 schema:sameAs https://app.dimensions.ai/details/publication/pub.1109725822
    134 rdf:type schema:CreativeWork
    135 https://doi.org/10.1201/9781420089776 schema:sameAs https://app.dimensions.ai/details/publication/pub.1109391298
    136 rdf:type schema:CreativeWork
    137 https://www.grid.ac/institutes/grid.7840.b schema:alternateName Carlos III University of Madrid
    138 schema:name Applied Artificial Intelligence Group, Carlos III University, Madrid, Spain
    139 rdf:type schema:Organization
     




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


    ...