Lior Rokach

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Lior Rokach

 https://orcid.org/0000-0002-6956-3341
1990 …2024

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  • 2023

    Data Science and Knowledge Discovery Using Machine Learning Methods

    Maimon, O., Rokach, L. & Shmueli, E., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 1-19 19 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • 2021

    Recommender Systems: Techniques, Applications, and Challenges

    Ricci, F., Rokach, L. & Shapira, B., 22 Nov 2021, Recommender Systems Handbook: Third Edition. Shapira, B., Rokach, L. & Francesco, R. (eds.). Springer US, p. 1-35 35 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    70 Scopus citations
  • 2016

    Personalized knowledge service for smart cell phones based on usage conceptual model and intention prediction algorithm

    Levy, M., Rokach, L., Shapira, B. & Shoval, P., 19 Apr 2016, Knowledge Service Engineering Handbook. CRC Press, p. 307-322 16 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • 2015

    Recommender systems: Introduction and challenges

    Ricci, F., Shapira, B. & Rokach, L., 1 Jan 2015, Recommender Systems Handbook, Second Edition. Springer US, p. 1-34 34 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    577 Scopus citations
  • 2014

    Dependency tree-based rules for concept-level aspect-based sentiment analysis

    Poria, S., Ofek, N., Gelbukh, A., Hussain, A. & Rokach, L., 1 Jan 2014, Semantic Web Evaluation Challenge - SemWebEval 2014 at ESWC 2014, Revised Selected Papers. Di Noia, T., Presutti, V., Recupero, D. R., Cantador, I., Lange, C., Lange, C., Tordai, A., Lange, C., Stankovic, M., Cambria, E. & Di Iorio, A. (eds.). Springer Verlag, p. 41-47 7 p. (Communications in Computer and Information Science; vol. 475).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    24 Scopus citations

  • Introduction to Proactive Data Mining

    Dahan, H., Cohen, S., Rokach, L. & Maimon, O., 15 Feb 2014, PROACTIVE DATA MINING WITH DECISION TREES. Springer New York, p. 1-14 (SpringerBriefs in Electrical and Computer Engineering).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Proactive Data Mining in the Real World: Case Studies

    Dahan, H., Cohen, S., Rokach, L. & Maimon, O., 15 Feb 2014, PROACTIVE DATA MINING WITH DECISION TREES. Springer New York, p. 35-61 (SpringerBriefs in Electrical and Computer Engineering).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Sensitivity Analysis of Proactive Data Mining

    Dahan, H., Cohen, S., Rokach, L. & Maimon, O., 15 Feb 2014, PROACTIVE DATA MINING WITH DECISION TREES. p. 63-85 (SpringerBriefs in Electrical and Computer Engineering).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Unsupervised fine-grained sentiment analysis system using lexicons and concepts

    Ofek, N. & Rokach, L., 4 Oct 2014, Semantic Web Evaluation Challenge - SemWebEval 2014 at ESWC 2014, Revised Selected Papers. Di Noia, T., Presutti, V., Recupero, D. R., Cantador, I., Lange, C., Lange, C., Tordai, A., Lange, C., Stankovic, M., Cambria, E. & Di Iorio, A. (eds.). Springer Verlag, p. 28-33 6 p. (Communications in Computer and Information Science; vol. 475).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    3 Scopus citations
  • 2013

    Links reconstruction attack: Using link prediction algorithms to compromise social networks privacy

    Fire, M., Katz, G. & Rokach, L., 1 Jan 2013, Security and Privacy in Social Networks. Springer New York, p. 181-196 16 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    18 Scopus citations
  • 2012

    A Taxonomy of Data Leakage Prevention Solutions

    Shabtai, A., Elovici, Y. & Rokach, L., 1 Jan 2012, SpringerBriefs in Computer Science. Boston, MA: Springer, p. 11-15 5 p. (SpringerBriefs in Computer Science).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    8 Scopus citations

  • Case studies

    Shabtai, A., Elovici, Y. & Rokach, L., 1 Jan 2012, SpringerBriefs in Computer Science. Boston, MA.: Springer, p. 69-82 14 p. (SpringerBriefs in Computer Science).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Data Leakage

    Shabtai, A., Elovici, Y. & Rokach, L., 14 Feb 2012, A Survey of Data Leakage Detection and Prevention Solutions. Springer, Boston, MA, p. 5-10 6 p. (SpringerBriefs in Computer Science; no. 9781461420521).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    3 Scopus citations

  • Data Leakage/Misuse Scenarios

    Shabtai, A., Elovici, Y. & Rokach, L., 1 Jan 2012, SpringerBriefs in Computer Science. Boston, MA: Springer, p. 39-46 8 p. (SpringerBriefs in Computer Science; vol. 0, no. 9781461420521).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Data Leakage Detection/Prevention Solutions

    Shabtai, A., Elovici, Y. & Rokach, L., 1 Jan 2012, SpringerBriefs in Computer Science. 9781461420521 ed. Springer, p. 17-37 21 p. (SpringerBriefs in Computer Science; vol. 0, no. 9781461420521).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    21 Scopus citations

  • Future Trends in Data Leakage

    Shabtai, A., Elovici, Y. & Rokach, L., 1 Jan 2012, SpringerBriefs in Computer Science. 9781461420521 ed. Springer, p. 83-85 3 p. (SpringerBriefs in Computer Science; vol. 0, no. 9781461420521).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Introduction to Information Security

    Shabtai, A., Elovici, Y. & Rokach, L., 1 Jan 2012, A Survey of Data Leakage Detection and Prevention Solutions. Springer, p. 1-4 4 p. (SpringerBriefs in Computer Science).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    3 Scopus citations

  • Personalized knowledge service for smart cell-phone based on usage - conceptual model and intention prediction algorithm

    Levy, M., Rokach, L., Shapira, B. L. & Shoval Stangel, P., 2012, Knowledge Service Engineering Handbook. Kantola, J. & Karwowski, W. (eds.). 1 ed. CRC Press, p. 310-323

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Privacy, Data Anonymization, and Secure Data Publishing

    Shabtai, A., Elovici, Y. & Rokach, L., 14 Feb 2012, SpringerBriefs in Computer Science. Boston, MA: Springer, p. 47-68 22 p. (SpringerBriefs in Computer Science).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    1 Scopus citations
  • 2010

    A survey of Clustering Algorithms.

    Rokach, L., 7 Jul 2010, Data Mining and Knowledge Discovery Handbook. Springer, Boston, MA, p. 269-298 30 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Data Mining using Decomposition Methods.

    Rokach, L. & Maimon, O., 2010, Data Mining and Knowledge Discovery Handbook. Springer, Boston, MA, p. 981-998 18 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Ensemble Methods in Supervised Learning.

    Rokach, L., 2010, Data Mining and Knowledge Discovery Handbook. Springer, Boston, MA, p. 959-979 21 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Introduction to recommender systems handbook

    Ricci, F., Rokach, L. & Shapira, B., 5 Oct 2010, Recommender systems handbook. Springer, Boston, MA, p. 1-35

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Using Fuzzy Logic in Data Mining

    Rokach, L., 2010, DATA MINING AND KNOWLEDGE DISCOVERY HANDBOOK, SECOND EDITION. Springer, Boston, MA, p. 505-520

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • 2008

    The role of fuzzy sets in data mining

    Rokach, L., 1 Dec 2008, Soft Computing for Knowledge Discovery and Data Mining. Springer US, p. 187-203 17 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • 2007

    An overview of IDS using anomaly detection

    Rokach, L. & Elovici, Y., 1 Dec 2007, Cyber Warfare and Cyber Terrorism. IGI Global, p. 327-337 11 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • 2006

    A decision-tree framework for instance-space decomposition

    Cohen, S., Rokach, L. & Maimon, O., 27 Sep 2006, Advances in Web Intelligence and Data Mining. Last, M., Szczepaniak, P., Szczepaniak, P., Vlvolkov, Z. & Kandel, A. (eds.). p. 265-274 10 p. (Studies in Computational Intelligence; vol. 23).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • A decision tree framework for semi-automatic extraction of product attributes from the web

    Rokach, L., Romano, R., Chizi, B. & Maimon, O., 27 Sep 2006, Advances in Web Intelligence and Data Mining. Last, M., Szczepaniak, P., Szczepaniak, P., Vlvolkov, Z. & Kandel, A. (eds.). p. 201-210 10 p. (Studies in Computational Intelligence; vol. 23).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Feature selection by combining multiple methods

    Rokach, L., Chizi, B. & Maimon, O., 27 Sep 2006, Advances in Web Intelligence and Data Mining. Last, M., Szczepaniak, P., Szczepaniak, P., Vlvolkov, Z. & Kandel, A. (eds.). p. 295-304 10 p. (Studies in Computational Intelligence; vol. 23).

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

    19 Scopus citations
  • 2005

    Decomposition Methodology for Knowledge Discovery and Data Mining.

    Maimon, O. & Rokach, L., 2005, The Data Mining and Knowledge Discovery Handbook. 1st ed. Springer, Boston, MA, p. 981-1003 23 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Ensemble Methods for Classifiers.

    Rokach, L., 2005, The Data Mining and Knowledge Discovery Handbook. Rokach , L. & Maimon, O. (eds.). 1st ed. Springer, Boston, MA, p. 957-980 24 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review

  • Introduction to Supervised Methods.

    Maimon, O. & Rokach, L., 2005, The Data Mining and Knowledge Discovery Handbook. Springer, Boston, MA, p. 149-164 16 p.

    Research output: Chapter in Book/Report/Conference proceeding › Chapter › peer-review