A Message from the Editor

Ghaleb A. El Refae

#A Message from the Editor

Machine Learning Models for Statistical Analysis

Marko Grebovic,Luka Filipovic,Ivana Katnic,Milica Vukotic,Tomo Popovic

#Machine learning #artificial neural networks #statistical models #accuracy measures

A Comparative Study of Different Pre-Trained Deep Learning Models and Custom CNN for Pancreatic Tumor Detection

Muhammed Talha Zavalsız,Sleiman Alhajj,Kashfia Sailunaz,Tansel Ozyer,Reda Alhajj

#Deep learning #medical image #pancreatic tumor detection #convolutional neural networks #pancreatic ductal adenocarcinoma

An Adaptive Traffic Lights System using Machine Learning

Mohammad Ashraf Ottom,Ahmad Al-Omari

#Traffic time management #image processing and objects detection #vehicles dataset

A Statistical Framework for Identification of

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Prediction of Part of Speech Tags for Punjabi using Support Vector Machines

Abstract:Part-Of-Speech (POS)tagging is a task of assigning the appropriatePOSor lexical category to each word in a

#POS tagging # SVM #feature set #vectorization #machine learning # tagger # punjabi # indian languages

2009 Filtering Spam E-Mail from Mixed Arabic and

Alaa El-Halees

#Anti-spam filtering # machine learning techniques # text data mining

Features

#Port identification # deep packet inspection # netflow flow # machine learning

A New Approach for Arabic Named Entity Recognition

Abstract: A Named Entity Recognition (NER) plays a noteworthy role in Natural Language Processing (NLP) research, since

#Arabic NE # machine learning # web document # information retrieval # information extraction

(2) Combining Instance Weighting and Fine Tuning for

Khalil El Hindi

#Naïve bayesian algorithm # classification # machine learning # noisy data sets # instance weighting

Development of a Hindi Named Entity Recognition System without Using Manually Annotated

Abstract: Machine learning based approach for Named Entity Recognition (NER) requires sufficient annotated corpus to

#Natural language processing # machine learning # named entity recognition # resource scarcity # language transfer # semi-supervised learning

An Empirical Study to Evaluate the Relationship of Object-Oriented Metrics and Change Proneness

Abstract: Software maintenance deals with changes or modifications which software goes through. Change prediction models

#Change proneness # empirical validation # machine learning # object-oriented and software quality

Machine Learning based Intelligent Framework for Data Preprocessing

Abstract: Data preprocessing having a pivotal role in data mining ensures reduction in cost by catering inconsistent,

#Machine learning # hidden markov model # conditional random fields # preprocessing

Evaluating Social Context in Arabic Opinion Mining Mohammed Al-Kabi1, Izzat Alsmadi2, Rawan Khasawneh3, and Heider Wahsheh4 1Computer Science Department, Zarqa University, Jordan 2Computer Science Department, University of New Haven, USA 3Computer Information Systems Department, Jordan University of Science and Technology, Jordan 4Computer Science Department, King Khaled University, Saudi Arabia

balanced benchmark corpus. To accomplish this study ten Arabic lexicons were constructed manually, and a new tool called

#Big data # social networks # sentiment analysis # Arabic text classification # and analysis # opinion mining

Multi-Classifier Model for Software Fault Prediction

Abstract: Prediction of fault prone module prior to testing is an emerging activity for software organizations to allocate

#Software metrics # software fault prediction # machine learning

Design and Development of Suginer Filter for Intrusion Detection Using Real Time Network Data

Abstract: By rapid use of the Internet and computer network all over the world makes security a major issues, so using the

#Intrusion detection # wiener filter # artificial neural network # knowledge discovery dataset # network socket layer # defense advanced research projects agency # support vector machine

A Machine Learning System for Distinguishing Nominal and Verbal Arabic Sentences

structures than other languages. Thus, it is important to learn about the specialty and the structure of this language to deal

#Arabic language processing; natural language processing; inductive learning # ILA

Fall Motion Detection with Fall Severity Level Estimation by Mining Kinect 3D Data Stream

motion detection, a continuous stream of data representing time sequential frames of fifteen body joint positions was obtained

#Kinect 3D data stream # fall motion detection # fall severity level estimation # machine learning # smart home system

A Novel Approach for Face Recognition Using

Abstract: This paper explores a novel approach for automatic human recognition from multi-view frontal facial images taken

#Face recognition # abductive machine learning # neural computing # GMDH-based ensemble learning

Incorporating Unsupervised Machine Learning

Maragathavalli Palanivel and Kanmani Selvadurai

#Test case selection and prioritization # group-wise clustering