Tratamiento Inteligente de Datos
Intelligent Data Analysis

TID | Preprocesamiento | Asociación | Clustering | Regresión | Clasificación | Anomalías | Textos | Series | Extras | Bibliografía



Departamento de Ciencias de la Computación e I.A.
Acceso identificado


En construcción
En construcción...

Material complementario

Bibliografía recomendada

Fernando Berzal:
Redes Neuronales & Deep Learning
https://deep-learning.ikor.org

Edición independiente, 2018
ISBN-10: 1-7312-6538-7 (blanco y negro) / 1-7313-1433-7 (color)
ISBN-13: 978-1-7312-6538-8 (blanco y negro) / 978-1-7313-1433-8 (color)

Edición en dos volúmenes, 2019
ISBN-10: 1-0903-2030-2 (volumen 1) / 1-0903-3688-8 (volumen 2)
ISBN-13: 978-1-0903-2030-8 (volumen 1) / 978-1-0903-3688-0 (volumen 2)
Ian Goodfellow, Yoshua Bengio & Aaron Courville
Deep Learning
http://www.deeplearningbook.org

MIT Press, 2016
ISBN 0262035618

Libros de texto

Pang-Ning Tan, Michael Steinbach, Vipin Kumar & Anuj Karpatne:
Introduction to Data Mining
2nd edition, Addison-Wesley, 2018.
ISBN 0133128903
Pang-Ning Tan, Michael Steinbach & Vipin Kumar:
Introduction to Data Mining
Addison-Wesley, 2006.
ISBN 0321321367
Jiawei Han, Jian Pei & Hanghang Tong:
Data Mining: Concepts and Techniques
4th edition, Morgan Kaufmann, 2022
ISBN 0128117605
Jiawei Han, Micheline Kamber & Jian Pei:
Data Mining: Concepts and Techniques
3rd edition, Morgan Kaufmann, 2011
ISBN 0123814790
Jiawei Han & Micheline Kamber:
Data Mining: Concepts and Techniques
2nd edition, Morgan Kaufmann, 2006
ISBN 1558609016
Jiawei Han & Micheline Kamber:
Data Mining: Concepts and Techniques
1st edition, Morgan Kaufmann, 2000
ISBN 1558604898
Jure Leskovec, Anand Rajaraman & Jeffrey David Ullman:
Mining of Massive Datasets
3rd edition, Cambridge University Press, 2020.
ISBN 1108476341
Charu C. Aggarwal:
Data Mining: The Textbook
Springer, 2015.
ISBN 3319141414
Mohammed J. Zaki & Wagner Meira Jr.:
Data Mining and Analysis: Fundamental Concepts and Algorithms
2nd edition, Cambridge University Press, 2020.
ISBN 1108473989
Steven S. Skiena:
The Data Science Design Manual
Springer, 2017.
ISBN 3319554433
Foster Provost & Tom Fawcett:
Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking
O'Reilly, 2013.
ISBN 1449361323

Revistas de investigación

Congresos

  • KDD: ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
  • ICDM: IEEE International Conference on Data Mining
  • PKDD: European Conference on Principles of Data Mining and Knowledge Discovery
  • SDM: SIAM International Conference on Data Mining
  • ICDE: International Conference on Data Engineering
  • CIKM: ACM International Conference on Information and Knowledge Management
  • ADMA: International Conference on Advanced Data Mining and Applications
  • PAKDD: Pacific-Asia Conference on Knowledge Discovery and Data Mining
  • MLDM: International Conference on Machine Learning and Data Mining
  • DS: International Conference on Discovery Science
  • ICDM: Industrial Conference on Data Mining

Bases de Datos

  • SIGMOD: ACM SIGMOD International Conference on Management of Data
  • PODS: ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems
  • VLDB: International Conference on Very Large Data Bases
  • EDBT: International Conference on Extending Database Technology
  • SSDBM: International Conference on Scientific and Statistical Database Management
  • DEXA: Database and Expert Systems Applications
  • DASFAA: Database Systems for Advanced Applications

Inteligencia Artificial

  • AAAI: AAAI Conference on Artificial Intelligence
  • ECML: European Conference on Machine Learning
  • ICML: International Conference on Machine Learning
  • IDA: International Symposium on Intelligent Data Analysis
  • IDEAL: International Conference on Intelligent Data Engineering and Automated Learning
  • ISMIS: International Syposium on Methodologies for Intelligent Systems
  • WI: IEEE / WIC / ACM International Conference on Web Intelligence

TID | Preprocesamiento | Asociación | Clustering | Regresión | Clasificación | Anomalías | Textos | Series | Extras | Bibliografía