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Implementing Recommender Systems using Machine Learning and Knowledge Discovery Tools

Mohammad Zahrawi, Ahmad Mohammad
2021 Knowledge-Based Engineering and Sciences  
There are two widely techniques used to analyze data sources in RSs are collaborative filtering and knowledge-based approaches.  ...  being researched, analyzing them in aspect of data source that improve the recommendations and the algorithms that run on that data. hybrid with collaborative filtering improved the performance of our knowledge-based  ... 
doi:10.51526/kbes.2021.2.2.44-53 fatcat:ludyzq53d5gubl3xmkvj2zku64

MSclassifier: median-supplement model-based classification tool for automated knowledge discovery

Emmanuel S. Adabor, George K. Acquaah-Mensah, Gaston K. Mazandu
2020 F1000Research  
Efficient computational models, algorithms and tools are required to exploit the datasets for knowledge discovery to aid medical decisions.  ...  In the subcellular localization prediction tasks, MSclassifier and one other existing tool achieved equally high performances (93.42% versus 93.19%, p=0.06) although they both outperformed tools based  ...  tool for automated knowledge discovery, https://doi.org/10.5281/zenodo.3946675 22 .  ... 
doi:10.12688/f1000research.25501.1 pmid:33456763 pmcid:PMC7788522 fatcat:fg63clx3kzguvnjcp4mmbqzcy4

Linguistic database summaries and their protoforms: towards natural language based knowledge discovery tools

J KACPRZYK, S ZADROZNY
2005 Information Sciences  
are young and well paid" (with some degree of truth added), for a personnel database, as an intuitive, human consistent and natural language based knowledge discovery tool.  ...  We present an extension of our interactive approach, based on fuzzy logic and fuzzy database queries, which makes it possible to implement such linguistic data summaries.  ...  Of course, our approach is specific and is just one of possible approaches to data mining and knowledge discovery.  ... 
doi:10.1016/j.ins.2005.03.002 fatcat:wx2keqozdrdjnkuloox5bllcra

Supporting information and data for MSclassifier: Median-Supplement model based Classification tool for automated knowledge discovery [article]

Emmanuel S. Adabor, George K. Acquaah-Mensah, Gaston K. Mazandu
2020 Zenodo  
automated knowledge discovery"  ...  This repository contains Supplementary Material, Data, MSclassifier package and its documentation that support the manuscript entitled "MSclassifier: Median-Supplement model based Classification tool for  ...  MSclassifier-package Median-Supplement model based Classification Description Implementation of the median-supplement model based classification tool Details Median-Supplement model based Classification  ... 
doi:10.5281/zenodo.3946675 fatcat:3qrbtb4wyffdpofkapr6dmftg4

Does the Ishango Bone Indicate Knowledge of the Base 12? An Interpretation of a Prehistoric Discovery, the First Mathematical Tool of Humankind [article]

Vladimir Pletser
2012 arXiv   pre-print
Additional circumstantial evidences are given to support the hypothesis that the Ishango bone is a primitive mathematical tool using the base 12 and sub-bases 3 and 4.  ...  The Heinzelin's Ishango bone has notches that seem to form patterns, making it the first tool on which some logic reasoning seems to have been done.  ...  Appeal to the Reader Like the mathematical knowledge was maybe transferred from Central Africa to Ancient Egypt and then to Europe, the bone followed a somewhat similar odyssey.  ... 
arXiv:1204.1019v1 fatcat:l4oz6gqcsff4pnlq6ln343vxfu

An IEEE standards-based visualization tool for knowledge discovery in maintenance event sequences

Michael Schuh, John Sheppard, Shane Strasser, Rafal Angryk, Clemente Izurieta
2013 IEEE Aerospace and Electronic Systems Magazine  
FUTURE WORK The tool provides a promising and exciting framework for continued data mining and knowledge discovery research.  ...  CONCLUSION This paper described the initial and ongoing development of a tool that facilitates improved knowledge discovery within maintenance data by transforming data records into ontology-based event  ... 
doi:10.1109/maes.2013.6559379 fatcat:r3akq5ozfrgmfpt4ipwe4mtzru

G-SESAME: web tools for GO-term-based gene similarity analysis and knowledge discovery

Z. Du, L. Li, C.-F. Chen, P. S. Yu, J. Z. Wang
2009 Nucleic Acids Research  
We have developed a set of online tools for measuring the semantic similarities of Gene Ontology (GO) terms and the functional similarities of gene products, and for further discovering biomedical knowledge  ...  The tools have been used for about 6.9 million times by 417 institutions from 43 countries since October 2006. The online tools are available at: http://bioinformatics. clemson.edu/G-SESAME.  ...  Currently, we find that most of our knowledge discovery tools are related with one species scope.  ... 
doi:10.1093/nar/gkp463 pmid:19491312 pmcid:PMC2703883 fatcat:q66jtr6zqbaspp4ayzb63k3seq

For visualization-based analysis tools in knowledge discovery process: A multilayer perceptron versus principal components analysis: A comparative study [chapter]

Xavier Polanco, Claire François, Mohamed Aly Ould Louly
1998 Lecture Notes in Computer Science  
Mapping knowledge structures is a key task in Knowledge Discovery in Databases (KDD).  ...  Finally we show how a related component analysis (RCA), based on graph theory, provides representations of the inter-clusters relationships, compensating for the approximate nature of the maps, and improving  ...  We use the terms cartography and maps to mean our statistical-based process of knowledge representation, that is knowledge mapping, as opposed to the knowledge representations and the processing of representations  ... 
doi:10.1007/bfb0094802 fatcat:qov7epixsfe25dzftj52axwwr4

Human-centered Design Model in the Development of Online Learning Tools for International Security Training - CASE IECEU New Media based Learning Application (NMLA)

Kirsi Hyttinen
2017 Proceedings of the 9th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management  
As part of research and development project, the design case for peacebuilding and crisis management online-based training was conducted and studied.  ...  The online based and new media supported educational tools aim to reach well the end user needs and ensure several learning methods.  ...  The IECEU NMLA offers a complimentary tool to enhance the knowledge of a broad end-user audience on themes related to selected crisis case studies and crisis management decision making and planning.  ... 
doi:10.5220/0006559902750282 dblp:conf/ic3k/Hyttinen17 fatcat:wsrcq3t5avd43bk5oa5sf53qc4

Computing with Words, Protoforms and Linguistic Data Summaries: Towards a Novel Natural Language Based Data Mining and Knowledge Discovery Tools

Janusz Kacprzyk, Slawomir Zadrozny
2014 Journal of Automation, Mobile Robotics & Intelligent Systems  
c data(base) summaries.  ...  We briefly present an implementa on for a sales database of a computer retailer as a convincing example that these tools and techniques are implementable and func onal.  ...  quanti ied propositions can lead to a new direction in the use of natural language in data mining and knowledge discovery, namely a linguistic data(base) summary.  ... 
doi:10.14313/jamris_3-2014/27 fatcat:bquqwztdgrhibow4h3vmc7rtse

Information granulation for web-based information support systems

JingTao Yao, Yiyu Y. Yao, Belur V. Dasarathy
2003 Data Mining and Knowledge Discovery: Theory, Tools, and Technology V  
In this paper, we discuss the potential applications of data mining techniques for the design of Web based information retrieval support systems (IRSS).  ...  A term hierarchy serves as an effective tool to summarize knowledge about a specific domain.  ...  Information retrieval is an important and major component of the Internet and the Web in the information age and should play an important role in knowledge discovery .  ... 
doi:10.1117/12.509158 dblp:conf/dmkdttt/YaoY03 fatcat:h2sbluyijfck3kdnx32j7bemgi

A meta-learning system based on genetic algorithms

Eric Pellerin, Luc Pigeon, Sylvain Delisle, Belur V. Dasarathy
2004 Data Mining and Knowledge Discovery: Theory, Tools, and Technology VI  
The in-progress research presented here suggests a framework for the discovery of knowledge that can support human experts in their intelligence information assessment tasks.  ...  The selflearning component is based on genetic algorithms and neural Darwinism.  ...  A posteriori is applied to the discovery of the implicit knowledge by estimation of future states of metaknowledge.  ... 
doi:10.1117/12.542205 dblp:conf/dmkdttt/PellerinPD04a fatcat:orjgn5irjfezlclggd5yeu2bcm

Novel similarity-based clustering algorithm for grouping broadcast news

Oktay V. Ibrahimov, Ishwar K. Sethi, Nevenka Dimitrova, Belur V. Dasarathy
2002 Data Mining and Knowledge Discovery: Theory, Tools, and Technology IV  
In our paper we also present a clustering algorithm that groups transcripts on the base of informative closeness of documents.  ...  Thus, the state-of-the-art techniques used in the field could be classified as follows: r Approaches based on Vector Space representations of documents; r Approaches based on Natural Language Models; r  ...  active usage of new words by people over conversations; r Ill-defined boundaries between different topics -appearance of not related passages in a document as a result of poor segmentation; r Implied knowledge  ... 
doi:10.1117/12.460239 dblp:conf/dmkdttt/IbrahimovSD02 fatcat:dwusn5gatvhzxgtsh7xc7pr3lm

Classification method for defect images based on association and clustering

Iivari Kunttu, Leena Lepisto, Juhani Rauhamaa, Ari J. Visa, Belur V. Dasarathy
2003 Data Mining and Knowledge Discovery: Theory, Tools, and Technology V  
The clustering is made using an algorithm, which is based on the k-nearest neighbor classifier. Using this algorithm, arbitrarily shaped clusters can be formed in the feature space.  ...  In many cases, data mining tools used for database images are based on their content. The image content can be described for example by shape or color features.  ...  Computationally efficient database mining tools are required to extract information from these databases.  ... 
doi:10.1117/12.486007 dblp:conf/dmkdttt/KunttuLRV03 fatcat:jfzc3bfrqnct7nz7hbgzh2xth4

Using ant-behavior-based simulation model AntWeb to improve website organization

Weigang Li, Marcos V. Pinheiro Dib, Wesley M. Teles, Vlaudemir Morais de Andrade, Alba C. M. Alves de Melo, Judas T. Cariolano, Belur V. Dasarathy
2002 Data Mining and Knowledge Discovery: Theory, Tools, and Technology IV  
After leaving from their homepage (start point), the ants will choice their next page based on pheromone on every link.  ...  Proposal of ants' behavior-based model to measure the website performance In case of website visiting, the situation is worse than ant system at the moment.  ... 
doi:10.1117/12.460232 dblp:conf/dmkdttt/LiDTAMC02 fatcat:m3va37ho2rhbpdipalyvhyk23q
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