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recerTIC UPC - Study of UPC science communication in MACHINE LEARNING (2007-2017)

Publicacions Autors i coautors Institucions Matèries Revistes
Congressos Citacions Autors Més citats Matèries de citacions

 

This study is part of recerTIC UPC, a set of studies prepared by the Rector Gabriel Ferraté Library (BRGF) that aim to offer a representative view of the UPC’s scientific output on emerging topics in the field of ICT. In the recerTIC UPC study in machine learning, we have considered all of the journal articles and conference publications indexed in the Web of Science (WoS) database between 2007 and 2017 and authored by UPC researchers. The query date was July 27, 2018.

More information about the methodology used for recerTIC UPC can be found clicking on this link.

The data on which this study is based are freely accessible and can be downloaded clicking on this link.recerTIC UPC

Notice: WoS allows a very extensive extraction of authors and subjects related to machine learning. Unfortunately, an exhaustive recovery is not possible. Any possible absence of authors and topics at recerTIC UPC would be caused by this limitation.

UPC scientific output for 2007–2017 and its time distribution

 

# WoS UPC records
Conference papers Journal articles Others Total
178 171 16 365

 

 

Interactive map of the output of UPC authors and their co-authorships

  • Due to its complexity, this map takes some time to load. Please be patient.
  • Each node is dedicated to an author who has published on the subject examined in this survey. The edges indicate the number of documents co-authored by the authors referred to. Blue indicates a UPC author, orange an author from a research entity associated with the UPC and grey an author who is not linked to the UPC. In the case of authors with more than one affiliation, the system chooses the color of the institution that appears more times associated with the author. In the case of an author having the same number of publications associated with two or more institutions, the system chooses the color of the institution that comes first in alphabetical order.
  • This map includes researchers that have authored at least 1 publications. UPC staff may request customised maps with nodes that have a value other than 1 from the Rector Gabriel Ferraté Library.
  • Due to the fact that the documents with more than 50 authors make it impossible to create the next interactive map, these articles have been deleted to draw the graph.
  • Once the map has opened, refer to the instructions for use to make the most of the possibilities it offers.

 

Institutions with the highest number of co-authorships with UPC researchers

 

Interactive map of the WoS subject categories assigned to the output of UPC authors

  • Each node indicates the number of journal articles and conference papers indexed under the specified subject category. The edges indicate the number of documents related to the linked topics.
  • Once the map has opened, refer to the instructions for use to make the most of the possibilities it offers.

 

 

List of the 15 journals with the most publications by UPC authors

 

Journal title # docs h5 index
PLOS ONE 3 180
EXPERT SYSTEMS WITH APPLICATIONS 6 92
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH 4 86
SENSORS 4 84
APPLIED SOFT COMPUTING 2 77
NEUROCOMPUTING 4 71
ENVIRONMENTAL MODELLING SOFTWARE 5 63
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 3 50
COMPUTERS CHEMICAL ENGINEERING 5 47
ARTIFICIAL INTELLIGENCE IN MEDICINE 2 32
COMPUTATIONAL LINGUISTICS 2 32
APPLIED ARTIFICIAL INTELLIGENCE 2 14
PROCESAMIENTO DEL LENGUAJE NATURAL 4 10
WHITESTEIN SERIES IN SOFTWARE AGENT TECHNOLOGIES AND AUTONOMIC COMPUTING 3 --
AGENT TECHNOLOGY AND E HEALTH 2 --
Note: The source of information used for the h5 index is Google Scholar

 

List of the 15 conferences with the most publications by UPC authors

 

Conference name # docs h5 index
IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION CVPR 4 188
IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION ICCV 4 124
ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION INTERSPEECH 3 56
ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY EMBS 4 31
IEEE INTERNATIONAL CONFERENCE ON ADVANCED INFORMATION NETWORKING AND APPLICATIONS IEEE AINA 3 26
EUROPEAN SIGNAL PROCESSING CONFERENCE EUSIPCO 2 23
EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE ECAI 2 22
IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS FUZZ IEEE 3 20
INTERNATIONAL WORK CONFERENCE ON ARTIFICIAL NEURAL NETWORKS IWANN 4 13
INTERNATIONAL WORK CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING IWBBIO 3 10
INTERNATIONAL CONFERENCE OF THE CATALAN ASSOCIATION FOR ARTIFICIAL INTELLIGENCE CCIA 18 --
EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING ESCAPE 9 --
INTERNATIONAL CONFERENCE ON KNOWLEDGE BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS 5 --
IEEE INTERNATIONAL SYMPOSIUM ON DIAGNOSTICS FOR ELECTRICAL MACHINES POWER ELECTRONICS AND DRIVES SDEMPED 4 --
IBERIAN SLTECH WORKSHOP INTERNATIONAL CONFERENCE ON ADVANCES IN SPEECH AND LANGUAGE TECHNOLOGIES FOR IBERIAN LANGUAGES IBERSPEECH 2 --
Note: The source of information used for the h5 index is Google Scholar

 

Citations of UPC scientific output for 2007–2017 and their time distribution

 

Total UPC documents

Total of received citations

Average of citations per UPC document # documents with citations of UPC authors
365 1914 5,24 1768
Note: the table of citations above the line graph collected data from January 2007 until July 2018. The chart does not include citations generated from January 2018.

Interactive map of the 50 most cited UPC authors

  • Each node indicates the number of citations received by the referenced author.
  • Once the map has opened, refer to the instructions for use to make the most of the possibilities it offers.

 

 

Most cited UPC documents

Ant algorithms for a time and space constrained assembly line balancing problem
By: Bautista, Joaquin; Pereira, Jordi
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH   Volume: 177   Issue: 3   Pages: 2016-2032   Published: MAR 16 2007
Times Cited: 77 
DOI: https://doi.org/10.1016/j.ejor.2005.12.017
Performance assessment of a novel fault diagnosis system based on support vector machines
By: Yelamos, Ignacio; Escudero, Gerard; Graells, Moises; et al.
COMPUTERS & CHEMICAL ENGINEERING   Volume: 33   Issue: 1   Pages: 244-255   Published: JAN 13 2009
Times Cited: 53 
DOI: https://doi.org/10.1016/j.compchemeng.2008.08.008
High temperature wear resistance of (TiAI)N PVD coating on untreated and gas nitrided AISI H13 steel with different heat treatments
By: Rodriguez-Baracada, R.; Benito, J. A.; Puchi-Cabrera, E. S.; et al.
WEAR   Volume: 262   Issue: 3-4   Pages: 380-389   Published: FEB 4 2007
Times Cited: 49 
DOI: https://doi.org/10.1016/j.wear.2006.06.010
Transition-Aware Human Activity Recognition Using Smartphones
By: Reyes-Ortiz, Jorge-L.; Oneto, Luca; Sama, Albert; et al.
NEUROCOMPUTING   Volume: 171   Pages: 754-767   Published: JAN 1 2016
Times Cited: 45
DOI: https://doi.org/10.1016/j.neucom.2015.07.085
Semantic role labeling: An introduction to the special issue
By: Marquez, Lluis; Carreras, Xavier; Litkowski, Kenneth C.; et al.
COMPUTATIONAL LINGUISTICS   Volume: 34   Issue: 2   Pages: 145-159   Published: JUN 2008
Times Cited: 43
DOI: https://doi.org/10.1162/coli.2008.34.2.145
Lead-lithium eutectic material database for nuclear fusion technology
By: Valls, E. Mas de les; Sedano, L. A.; Batet, L.; et al.
Conference: International Workshop on Materials for Heavy Liquid Metal Cooled Reactors and Related Technologies Location: Rome, ITALY Date: MAY 21-23, 2007
JOURNAL OF NUCLEAR MATERIALS   Volume: 376   Issue: 3   Pages: 353-357   Published: JUN 15 2008
Times Cited: 42 
DOI: https://doi.org/10.1016/j.jnucmat.2008.02.016
Acoustic sequences in non-human animals: a tutorial review and prospectus
By: Kershenbaum, Arik; Blumstein, Daniel T.; Roch, Marie A.; et al.
BIOLOGICAL REVIEWS   Volume: 91   Issue: 1   Pages: 13-52   Published: FEB 2016
Times Cited: 40 
DOI: https://doi.org/10.1111/brv.12160
Sustainability Assessment of Concrete Structures within the Spanish Structural Concrete Code
By: Aguado, Antonio; del Cano, Alfredo; Pilar de la Cruz, M.; et al.
JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT   Volume: 138   Issue: 2   Pages: 268-276   Published: FEB 2012
Times Cited: 38 
DOI: https://doi.org/10.1061/(ASCE)CO.1943-7862.0000419
Beam-ACO for Simple Assembly Line Balancing
By: Blum, Christian
INFORMS JOURNAL ON COMPUTING   Volume: 20   Issue: 4   Pages: 618-627   Published: FAL 2008
Times Cited: 38 
DOI: https://doi.org/10.1287/ijoc.1080.0271
Non-invasive estimate of blood glucose and blood pressure from a photoplethysmograph by means of machine learning techniques
By: Monte-Moreno, Enric
ARTIFICIAL INTELLIGENCE IN MEDICINE   Volume: 53   Issue: 2   Pages: 127-138   Published: OCT 2011
Times Cited: 33 
DOI: https://doi.org/10.1016/j.artmed.2011.05.001
Analysis of the impact of sampling on Net Flow traffic classification
By: Carela-Espanol, Valentin; Barlet-Ros, Pere; Cabellos-Aparicio, Albert; et al.
COMPUTER NETWORKS   Volume: 55   Issue: 5   Pages: 1083-1099   Published: APR 1 2011
Times Cited: 33 
DOI: https://doi.org/10.1016/j.comnet.2010.11.002
Online motion recognition using an accelerometer in a mobile device
By: Fuentes, D.; Gonzalez-Abril, L.; Angulo, C.; et al.
EXPERT SYSTEMS WITH APPLICATIONS   Volume: 39   Issue: 3   Pages: 2461-2465   Published: FEB 15 2012
Times Cited: 32 
DOI: https://doi.org/10.1016/j.eswa.2011.08.098
Hybrid methodologies for electricity load forecasting: Entropy-based feature selection with machine learning and soft computing techniques
By: Jurado, Sergio; Nebot, Angela; Mugica, Fransisco; et al.
ENERGY   Volume: 86   Pages: 276-291   Published: JUN 15 2015
Times Cited: 30 
DOI: https://doi.org/10.1016/j.energy.2015.04.039
A decision support system for coating selection based on fuzzy logic and multi-criteria decision making
By: Athanasopoulos, Georgios; Romeva Riba, Carles; Athanasopoulou, Christina
EXPERT SYSTEMS WITH APPLICATIONS   Volume: 36   Issue: 8   Pages: 10848-10853   Published: OCT 2009
Times Cited: 30 
DOI: https://doi.org/10.1016/j.eswa.2009.01.016
Assessing and forecasting the impacts of global change on Mediterranean rivers. The SCARCE Consolider project on Iberian basins
By: Navarro-Ortega, Alicia; Acuna, Vicenc; Batalla, Ramon J.; et al.
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH   Volume: 19   Issue: 4   Special Issue: SI   Pages: 918-933   Published: MAY 2012
Times Cited: 28 
DOI: https://doi.org/10.1007/s11356-011-0566-5
Knowledge discovery with clustering based on rules by states: A water treatment application
By: Gibert, K.; Rodriguez-Silva, G.; Rodriguez-Roda, I.
ENVIRONMENTAL MODELLING & SOFTWARE   Volume: 25   Issue: 6   Pages: 712-723   Published: JUN 2010
Times Cited: 28 
DOI: https://doi.org/10.1016/j.envsoft.2009.11.004
Field validation of DOSAVINA, a decision support system to determine the optimal volume rate for pesticide application in vineyards
By: Gil, E.; Llorens, J.; Landers, A.; et al.
EUROPEAN JOURNAL OF AGRONOMY   Volume: 35   Issue: 1   Pages: 33-46   Published: JUN 2011
Times Cited: 26 
DOI: https://doi.org/10.1016/j.eja.2011.03.005
Towards an ontological infrastructure for chemical batch process management
By: Munoz, E.; Espuna, A.; Puigjaner, L.
COMPUTERS & CHEMICAL ENGINEERING   Volume: 34   Issue: 5   Special Issue: SI   Pages: 668-682   Published: MAY 10 2010
Times Cited: 25 
DOI: https://doi.org/10.1016/j.compchemeng.2009.12.009
Including different kinds of preferences in a multi-objective ant algorithm for time and space assembly line balancing on different Nissan scenarios
By: Chica, Manuel; Cordon, Oscar; Damas, Sergio; et al.
EXPERT SYSTEMS WITH APPLICATIONS   Volume: 38   Issue: 1   Pages: 709-720   Published: JAN 2011
Times Cited: 24 
DOI: https://doi.org/10.1016/j.eswa.2010.07.023
Vehicle routing and scheduling models, simulation and city logistics
By: Barcelo, Jaime; Grzybowska, Hanna; Pardo, Sara
DYNAMIC FLEET MANAGEMENT: CONCEPTS, SYSTEMS, ALGORITHMS & CASE STUDIES   Book Series: Operations Research Computer Science Interfaces  Volume: 38   Pages: 163-195   Published: 2007
Times Cited: 23 
DOI: https://doi.org/10.1007/978-0-387-71722-7_8
Feature and model selection with discriminatory visualization for diagnostic classification of brain tumors
By: Gonzalez-Navarro, Felix F.; Belanche-Munoz, Lluis A.; Romero, Enrique; et al.
Conference: 12th International Conference on Knowledge-Based Intelligent Information and Engineering Systems Location: Zagreb, CROATIA Date: SEP 03-05, 2008 
Sponsor(s): KES Int, Innovat Knowledge Based & Intelligent Engn Syst; Univ Zagreb, Fac Elect Engn & Comp; Republic Croatia, Minist Sci, Educ & Sports; Ericsson Nikola Tesla; Croatian Natl Tourist Board; Zagreb Tourist Board
NEUROCOMPUTING   Volume: 73   Issue: 4-6   Special Issue: SI   Pages: 622-632   Published: JAN 2010
Times Cited: 22 
DOI: https://doi.org/10.1016/j.neucom.2009.07.018
An empirical comparison of machine learning techniques for dam behaviour modelling
By: Salazar, F.; Toledo, M. A.; Onate, E.; et al.
STRUCTURAL SAFETY   Volume: 56   Pages: 9-17   Published: 2015
Times Cited: 21 
DOI: https://doi.org/10.1016/j.strusafe.2015.05.001
Considering environmental assessment in an ontological framework for enterprise sustainability
By: Munoz, Edrisi; Capon-Garcia, Elisabet; Lainez, Jose M.; et al.
JOURNAL OF CLEANER PRODUCTION   Volume: 47   Pages: 149-164   Published: MAY 2013
Times Cited: 21 
DOI: https://doi.org/10.1016/j.jclepro.2012.11.032
General asset management model in the context of an electric utility: Application to power transformers
By: Velasquez-Contreras, Juan L.; Sanz-Bobi, Miguel A.; Galceran Arellano, Samuel
ELECTRIC POWER SYSTEMS RESEARCH   Volume: 81   Issue: 11   Pages: 2015-2037   Published: NOV 2011
Times Cited: 20 
DOI: https://doi.org/10.1016/j.epsr.2011.06.007
Detecting freezing of gait with a tri-axial accelerometer in Parkinson's disease patients
By: Ahlrichs, Claas; Sama, Albert; Lawo, Michael; et al.
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING   Volume: 54   Issue: 1   Pages: 223-233   Published: JAN 2016
Times Cited: 19
DOI: https://doi.org/10.1007/s11517-015-1395-3 
Note: no UPC authors appearing in a reference means that their names are included in “et al.”. To show the full information, click on the DOI.

 

Interactive map of the WoS subject categories assigned to documents containing citations of UPC authors

  • Each node indicates the number of journal articles and conference papers indexed under the specified subject category. The edges indicate the number of documents related to the linked topics.
  • Once the map has opened, refer to the instructions for use to make the most of the possibilities it offers.

 

The Rector Gabriel Ferraté Library is grateful for the collaboration of professors René Alquézar and Elisa Sayrol in the preparation of the recerTIC UPC reports.

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Darrera actualització: 21/03/2019