Pattern Analysis and Intelligent Systems
Financial Fraud Detection in IoT Using Sequence Classification Based Method

shahrzad Oveisi

Articles in Press, Accepted Manuscript, Available Online from 02 June 2022

Abstract
  Nowadays, we are witnessing the growth of financial theft cases and thereby a high degree of financial losses concomitant with the growth of IoT technology, as well as development and utilization of this technology in banking and financial fields along with the increase in the volume of transactions. ...  Read More

Pattern Analysis and Intelligent Systems
Community Detection on Social Networks Using the Improved Harris Hawk Optimization Algorithm

Zahra narimani; Farhad Soleimanian Gharehchopogh

Articles in Press, Accepted Manuscript, Available Online from 07 July 2022

Abstract
  One of the most critical issues in studying complex networks is detecting communities widely used in sociology, social media (such as Instagram, Twitter, or email networks), biology, physics, data networks, and information technology. Graphs usually implement complex network modelling. In a graph, nodes ...  Read More

Pattern Analysis and Intelligent Systems
Adaptive Genetic Algorithm for Community Detection Based on The Characteristics and Structure of Social Networks

Ehsan Soleimani; Kamal Mirzaie

Articles in Press, Accepted Manuscript, Available Online from 30 July 2022

Abstract
  With the increasing use of online services in the form of platforms or websites, as well as the growth of users in online spaces, it seems necessary to study and analyze these networks. One of the areas of interest for social media analysts is Community Detection (CD) in these networks. The purpose of ...  Read More

Pattern Analysis and Intelligent Systems
A New Model-based Bald Eagle Search Algorithm with Sine Cosine Algorithm for Data Clustering

Farhad Soleimanian Gharehchopogh; Berivan Rostampnah

Volume 7, Issue 3 , August 2021, , Pages 177-186

Abstract
  Abstract— Clustering is one of the most popular techniques in unsupervised learning in which data is divided into different groups without any prior knowledge, and for this reason, clustering is used in various applications today. One of the most popular algorithms in the field of clustering is ...  Read More

Pattern Analysis and Intelligent Systems
Improve Spam Detection in the Internet Using Feature Selection based on the Metahuristic Algorithms

Abdulbaghi Ghaderzadeh; sahar Hosseinpanahi; Sarkhel Taher kareem

Volume 7, Issue 2 , May 2021, , Pages 115-125

Abstract
  Nowadays, spam is a major challenge regarding emails. Spam is a specific type of email that is sent to the network for malicious purposes. Spam plays an important role in stealing information and can include fake links to trick users. Machine learning and data mining techniques such as artificial neural ...  Read More

Pattern Analysis and Intelligent Systems
Optimization of weighting-based approach to predict and deal with cold start of web recommender systems using cuckoo algorithm

reza molaee fard

Volume 7, Issue 2 , May 2021, , Pages 137-146

Abstract
  Recommending systems are systems that, by taking limited information from the user and features such as what the user has searched for in the past and what product they have rated, can correctly identify the user and the desired items Offer the user. The user's desired items are suggested to him through ...  Read More

Pattern Analysis and Intelligent Systems
PEML-E: EEG eye state classification using ensembles and machine learning methods

Razieh Asgarnezhad; Karrar Ali Mohsin Alhameedawi

Volume 7, Issue 2 , May 2021, , Pages 147-156

Abstract
  Due to the importance of automatic identification of brain conditions, many researchers concentrate on Epilepsy disorder to aim to the detecting of eye states and classification systems. Eye state recognition has a vital role in biomedical informatics such as controlling smart home devices, driving detection, ...  Read More

Pattern Analysis and Intelligent Systems
A modified differential evolution algorithm with a balanced performance for Exploration and Exploitation phases

Iraj Naruei; farshid keynia

Volume 7, Issue 1 , February 2021, , Pages 1-18

Abstract
  Recently, many optimization algorithms have been proposed to find the best solution for complex engineering problems. These algorithms can search unknown and multidimensional spaces and find the optimal solution the shortest possible time. In this paper we present a new modified differential evolution ...  Read More

Pattern Analysis and Intelligent Systems
Scalable Fuzzy Decision Tree Induction Using Fast Data Partitioning and Incremental Approach for Large Dataset

Somayeh Lotfi; Mohammad Ghasemzadeh; Mehran Mohsenzadeh; Mitra Mirzarezaee

Volume 7, Issue 1 , February 2021, , Pages 55-66

Abstract
  The decision tree is one of the popular methods for learning and reasoning through recursive partitioning of data space. To choose the best attribute in the case on numerical features, partitioning criteria should be calculated for individual values or the value range of each attribute should be divided ...  Read More

Pattern Analysis and Intelligent Systems
An Optimization-based Learning Black Widow Optimization Algorithm for Text Psychology

Ali Hosseinalipour; Farhad Soleimanian Gharehchopogh; mohammad masdari; ALi Khademi

Volume 7, Issue 1 , February 2021, , Pages 81-92

Abstract
  In recent years, social networks' growth has led to an increase in these networks' content. Therefore, text mining methods became important. As part of text mining, Sentiment analysis means finding the author's perspective on a particular topic. Social networks allow users to express their opinions and ...  Read More

Pattern Analysis and Intelligent Systems
An Improved Bat Algorithm based on Whale Optimization Algorithm for Data Clustering

Neda Damya; Farhad Soleimanian Gharehchopogh

Volume 6, Issue 4 , November 2020, , Pages 227-238

Abstract
  Clustering is a method of data analysis and one of the important methods in data mining that has been considered by researchers in many fields as well as in many disciplines. In this paper, we propose combining WOA with BA for data clustering. To assess the efficiency of the proposed method, it has been ...  Read More

Pattern Analysis and Intelligent Systems
Reconstruction of contour lines during the digitization of contour maps to build a digital elevation model

Aroj Subedi; Pradip Ganesh; Sandip Mishra

Volume 6, Issue 4 , November 2020, , Pages 239-250

Abstract
  Contour map has contour lines that are significant in building a Digital Elevation Model (DEM). During the digitization and pre-processing of contour maps, the contour line intersects with each other or break apart resulting in broken contour segments. These broken segments impose a greater risk while ...  Read More

Pattern Analysis and Intelligent Systems
Alleviation of Cold Start in Movie Recommendation Systems using Sentiment Analysis of Multi-Modal Social Networks

Mehrnaz Mirhasani; Reza Ravanmehr

Volume 6, Issue 4 , November 2020, , Pages 251-264

Abstract
  The movie recommendation systems are always faced with the new movie cold start problem. Nowadays, social media platform such as Twitter is considered as a rich source of information in various domains, like movies, motivated us to exploit Twitter's content to tackle the movie cold start problem. In ...  Read More

Pattern Analysis and Intelligent Systems
An Improved Bat Algorithm with Grey Wolf Optimizer for Solving Continuous Optimization Problems

narges jafari; Farhad Soleimanian Gharehchopogh

Volume 6, Issue 3 , August 2020, , Pages 119-132

Abstract
  Metaheuristic algorithms are used to solve NP-hard optimization problems. These algorithms have two main components, i.e. exploration and exploitation, and try to strike a balance between exploration and exploitation to achieve the best possible near-optimal solution. The bat algorithm is one of the ...  Read More

Pattern Analysis and Intelligent Systems
Using a Neural Network instead of IKM in 2R Planar Robot to follow rectangular path

Ali Ahmad Ali

Volume 6, Issue 2 , May 2020, , Pages 71-78

Abstract
  Abstract— An educational platform is presented here for the beginner students in the Simulation and Artificial Intelligence sciences. It provides with a start point of building and simulation of the manipulators, especially of 2R planar Robot. It also displays a method to replace the inverse kinematic ...  Read More

Pattern Analysis and Intelligent Systems
An Optimization K-Modes Clustering Algorithm with Elephant Herding Optimization Algorithm for Crime Clustering

Farhad Soleimanian Gharehchopogh; Sevda Haggi

Volume 6, Issue 2 , May 2020, , Pages 79-90

Abstract
  The detection and prevention of crime, in the past few decades, required several years of research and analysis. However, today, thanks to smart systems based on data mining techniques, it is possible to detect and prevent crime in a considerably less time. Classification and clustering-based smart techniques ...  Read More

Pattern Analysis and Intelligent Systems
Prediction of Student Learning Styles using Data Mining Techniques

Esther N Khakata; Vincent Oteke Omwenga; Simon S. Msanjila

Volume 6, Issue 2 , May 2020, , Pages 107-118

Abstract
  This paper focuses on the prediction of student learning styles using data mining techniques within their institutions. This prediction was aimed at finding out how different learning styles are achieved within learning environments which are specifically influenced by already existing factors. These ...  Read More

Pattern Analysis and Intelligent Systems
Hybridization of Facial Features and Use of Multi Modal Information for 3D Face Recognition

Nita M Thakare

Volume 6, Issue 1 , February 2020, , Pages 1-8

Abstract
  Despite of achieving good performance in controlled environment, the conventional 3D face recognition systems still encounter problems in handling the large variations in lighting conditions, facial expression and head pose The humans use the hybrid approach to recognize faces and therefore in this proposed ...  Read More

Pattern Analysis and Intelligent Systems
A Novel Fuzzy-C Means Image Segmentation Model for MRI Brain Tumor Diagnosis

Aref Safari; Danial Barazandeh; Seyed Ali Khalegh Pour

Volume 6, Issue 1 , February 2020, , Pages 19-24

Abstract
  Accurate segmentation of brain tumor plays a key role in the diagnosis of brain tumor. Preset and precise diagnosis of Magnetic Resonance Imaging (MRI) brain tumor is enormously significant for medical analysis. During the last years many methods have been proposed. In this research, a novel fuzzy approach ...  Read More

Pattern Analysis and Intelligent Systems
Detecting and counting vehicles using adaptive background subtraction and morphological operators in real time systems

Lida Shahmiri; Sajad Tavassoli; Seyed Navid Hejazi Jouybari

Volume 5, Issue 4 , November 2019, , Pages 213-220

Abstract
  vehicle detection and classification of vehicles play an important role in decision making for the purpose of traffic control and management.this paper presents novel approach of automating detecting and counting vehicles for traffic monitoring through the usage of background subtraction and morphological ...  Read More

Pattern Analysis and Intelligent Systems
A New Hybrid Method for Web Pages Ranking in Search Engines

Sajjad Najafi; Farhad Soleimanian Gharehchopogh

Volume 5, Issue 4 , November 2019, , Pages 233-244

Abstract
  There are many algorithms for optimizing the search engine results, ranking takes place according to one or more parameters such as; Backward Links, Forward Links, Content, click through rate and etc. The quality and performance of these algorithms depend on the listed parameters. The ranking is one ...  Read More

Pattern Analysis and Intelligent Systems
Tags Re-ranking Using Multi-level Features in Automatic Image Annotation

Forogh Ahmadi; Vafa Maihami

Volume 5, Issue 4 , November 2019, , Pages 255-265

Abstract
  Automatic image annotation is a process in which computer systems automatically assign the textual tags related with visual content to a query image. In most cases, inappropriate tags generated by the users as well as the images without any tags among the challenges available in this field have a negative ...  Read More

Pattern Analysis and Intelligent Systems
A Novel Hybrid Approach for Email Spam Detection based on Scatter Search Algorithm and K-Nearest Neighbors

Samira Amjad; Farhad Soleimanian Gharehchopogh

Volume 5, Issue 3 , August 2019, , Pages 181-194

Abstract
  Because cyberspace and Internet predominate in the life of users, in addition to business opportunities and time reductions, threats like information theft, penetration into systems, etc. are included in the field of hardware and software. Security is the top priority to prevent a cyber-attack that users ...  Read More

Pattern Analysis and Intelligent Systems
Water Quality Index Estimation Model for Aquaculture System Using Artificial Neural Network

Taliha A Folorunso; Musa Abiodun Aibinu; Jonathan Gana Kolo; Suleiman Omeiza Eku Sadiku; Abdullahi Muhammed Orire

Volume 5, Issue 3 , August 2019, , Pages 195-204

Abstract
  Water Quality plays an important role in attaining a sustainable aquaculture system, its cumulative effect can make or mar the entire system. The amount of dissolved oxygen (DO) alongside other parameters such as temperature, pH, alkalinity and conductivity are often used to estimate the water quality ...  Read More

Pattern Analysis and Intelligent Systems
Designing and implementing a system for Automatic recognition of Persian letters by Lip-reading using image processing methods

Masoud Barkhan; Fattah Alizadeh; Vafa Maihami

Volume 5, Issue 2 , May 2019, , Pages 71-80

Abstract
  For many years, speech has been the most natural and efficient means of information exchange for human beings. With the advancement of technology and the prevalence of computer usage, the design and production of speech recognition systems have been considered by researchers. Among this, lip-reading ...  Read More