A novel performance metric for building an optimized classifier

QR Code

A novel performance metric for building an optimized classifier

Problem statement: Typically, the accuracy metric is often applied for optimizing the heuristic or stochastic classification models. However, the use of accuracy metric might lead the searching process to the sub-optimal solutions due to its less discriminating values and it is also not robust to th...

Full description

Bibliographic Details
Main Authors:	Hossin, Mohammad, Sulaiman, Md. Nasir, Mustapha, Aida, Mustapha, Norwati
Format:	Article
Language:	English
Published:	Science Publications 2011
Online Access:	http://psasir.upm.edu.my/id/eprint/22462/ http://psasir.upm.edu.my/id/eprint/22462/1/jcssp.2011.582.590.pdf

Similar Items

A Novel Performance Metric for Building an Optimized Classifier
by: Hossin, M., et al.
Published: (2011)

A hybrid evaluation metric for optimizing classifier
by: Hossin, Mohammad, et al.
Published: (2011)

Improving accuracy metric with precision and recall metrics for optimizing stochastic classifier
by: Hossin, Mohammad, et al.
Published: (2011)

A Hybrid Evaluation Metric for Optimizing Classifier
by: Hossin, M., et al.
Published: (2011)

Improving Accuracy Metric with Precision and Recall Metrics for Optimizing Stochastic Classifier
by: Hossin, M., et al.
Published: (2011)

A Review On Evaluation Metrics For Data Classification Evaluations
by: Hossin, M., et al.
Published: (2015)

The analysis performance of effectiveness and security metric IT domain
by: Ismail, Azizan, et al.
Published: (2018)

A recommender system approach for classifying user navigation patterns using longest common subsequence algorithm.
by: Jalali, Mehrdad, et al.
Published: (2009)

Gait identification using one-vs-one classifier model
by: Abdul Raziff, Abdul Rafiez, et al.
Published: (2016)

Activity recognition based on accelerometer sensor using combinational classifiers
by: Zainudin, Muhammad Noorazlan Shah, et al.
Published: (2015)

OAERP: a better measure than accuracy in discriminating a better solution for stochastic classification training
by: Hossin, Mohammad, et al.
Published: (2011)

Solving classification problem using ensemble binarization classifier
by: Zainudin, Muhammad Noorazlan Shah, et al.
Published: (2018)

Comparison of expectation maximization and K-means clustering algorithms with ensemble classifier model
by: Sulaiman, Md. Nasir, et al.
Published: (2018)

Combination of semantic word similarity metrics in video retrieval
by: Memar, Sara, et al.
Published: (2011)

Multi label classification on multi resident in smart home using classifier chains
by: Mohamed, Raihani, et al.
Published: (2018)

Improving accuracy metric with precision and recall metrics for optimizing stochastic classifier
by: M., Hossin, et al.
Published: (2011)

Novel mechanism to improve Hadith classifier performance
by: Aldhlan, Kawther A., et al.
Published: (2012)

Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
by: Shahi, Ahmad, et al.
Published: (2015)

A review: accuracy optimization in clustering ensembles using genetic algorithms
by: Ghaemi, Reza, et al.
Published: (2011)

Priority scheduling approach for heterogeneous systems in an intelligent building environment
by: Soozaei, Ahmad Shahi, et al.
Published: (2015)

Majority voting of ensemble classifiers to improve shoreline extraction of medium resolution satellite images
by: Abd Manaf, Syaifulnizam, et al.
Published: (2017)

Improving accuracy of intention-based response classification using decision tree.
by: Ali, S. A., et al.
Published: (2009)

A novel metric of measuring performance for supply chain risk management drawbacks and qualities of good performance
by: Shahbaz, Muhammad Saeed, et al.
Published: (2018)

Building a Repository Metrics Program to Enhance the Value of Library Services
by: White, Hollie
Published: (2017)

Position score weighting technique for mining web content outliers.
by: Mustapha, Norwati, et al.
Published: (2013)

A novel integrated daylighting system for optimal daylight performance in office buildings
by: Aljudaiy, Fawzan
Published: (2022)

Optimal selection of ensemble classifiers using measures of competence and diversity of base classifiers
by: Lysiak, R., et al.
Published: (2014)

Sustainability in intelligent building environments using weighted priority scheduling algorithm
by: Shahi, Ahmad, et al.
Published: (2017)

The effect of noise on RWTSAIRS classifier.
by: Golzari, Shahram, et al.
Published: (2009)

A framework for extracting, classifying, analyzing, and presenting information from semi-structured web data sources
by: Shaker, Mahmoud, et al.
Published: (2010)

Novel simulation framework of three-dimensional skull bio-metric measurement
by: Hameed, Shihab A., et al.
Published: (2009)

Metrics dictionary
by: Sanchez, Adriana, et al.
Published: (2016)

Metrics dictionary
by: Sanchez Gomez, Adriana, et al.
Published: (2016)

GA-based feature subset selection in a spam/non-spam detection system
by: Behjat, Amir Rajabi, et al.
Published: (2012)

Risk Metrics and Optimal Portfolio in Non-ferrous Metals Market
by: Li, Zhiyan
Published: (2022)

Full Reference Image Quality Metrics and their Performance
by: Kipli, K., et al.
Published: (2011)

Performance metrics in the Pharmaceutical Supply Chain (PSC)
by: Ali, Osman
Published: (2016)

Performance measures and metrics for e‐supply chains
by: Sambasivan, Murali, et al.
Published: (2009)

DBCAMM: A novel density based clustering algorithm via using the Mahalanobis metric
by: Ren, Yan, et al.
Published: (2012)

An efficient and effective immune based classifier
by: Golzari, Shahram, et al.
Published: (2011)