Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509763
M. Jubayer, Alam Rabin, Md. Safayet Hossain, Md. Solaiman Ahsan, Md Abu, Shahab Mollah, Enamul Kabir, M. Shahjahan
An algorithm for half hourly electrical load forecasting based on echo state neural networks (ESN) is proposed in this paper. Electrical load forecasting is one of the most challenging real life time series prediction problems. This demands a dynamic network. ESN is a new epitome for using recurrent neural networks (RNNs) with a simpler training method. Several versions of ESN are discussed. The load profile is treated as time series signal. The forecasting performance of ESN is analysed on the basis of its key parameters. ESN is compared with feed forward neural network (FNN) and Bagged Regression trees. Simulation results demonstrate that the proposed ESN algorithms can obtain more accurate forecasting results than the FNN and Bagged Regression trees.
{"title":"Electrical load forecasting using echo state network","authors":"M. Jubayer, Alam Rabin, Md. Safayet Hossain, Md. Solaiman Ahsan, Md Abu, Shahab Mollah, Enamul Kabir, M. Shahjahan","doi":"10.1109/ICCITECHN.2012.6509763","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509763","url":null,"abstract":"An algorithm for half hourly electrical load forecasting based on echo state neural networks (ESN) is proposed in this paper. Electrical load forecasting is one of the most challenging real life time series prediction problems. This demands a dynamic network. ESN is a new epitome for using recurrent neural networks (RNNs) with a simpler training method. Several versions of ESN are discussed. The load profile is treated as time series signal. The forecasting performance of ESN is analysed on the basis of its key parameters. ESN is compared with feed forward neural network (FNN) and Bagged Regression trees. Simulation results demonstrate that the proposed ESN algorithms can obtain more accurate forecasting results than the FNN and Bagged Regression trees.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124535602","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509732
Fahim Rashid, Md. Mashud Mustafiz, M. K. Ghosh, S. Hossain
In this manuscript a modified Inverted-F antenna (IFA) is designed to serve the purposes of mobile WiMAX, Wi-Fi, WLAN as well as military applications. The main intension of this work is to propose an ultra wideband antenna for multi-serving purposes with good return loss characteristics, high gain as well as impedance matched and good radiation characteristics. An ultra wideband antenna (modified double IFL antenna) is proposed which bandwidth is 2.16 GHz (3.34–5.5 GHz) serving for WiMAX (3.4–3.6 GHz), Wi-Fi (5.15–5.35 GHz), WLAN (5.15–5.35 GHz) and military (4.4–4.8 GHz) applications. The proposed antenna is of good gain and good radiation characteristics. As the dimension of the proposed antenna is very small, the antenna is promising to be embedded within the different portable devices employing Wi-Fi/ mobile WiMAX applications.
{"title":"Design and performance analysis of ultra wideband Inverted-F antenna for Wi-Fi, WiMAX, WLAN and military applications","authors":"Fahim Rashid, Md. Mashud Mustafiz, M. K. Ghosh, S. Hossain","doi":"10.1109/ICCITECHN.2012.6509732","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509732","url":null,"abstract":"In this manuscript a modified Inverted-F antenna (IFA) is designed to serve the purposes of mobile WiMAX, Wi-Fi, WLAN as well as military applications. The main intension of this work is to propose an ultra wideband antenna for multi-serving purposes with good return loss characteristics, high gain as well as impedance matched and good radiation characteristics. An ultra wideband antenna (modified double IFL antenna) is proposed which bandwidth is 2.16 GHz (3.34–5.5 GHz) serving for WiMAX (3.4–3.6 GHz), Wi-Fi (5.15–5.35 GHz), WLAN (5.15–5.35 GHz) and military (4.4–4.8 GHz) applications. The proposed antenna is of good gain and good radiation characteristics. As the dimension of the proposed antenna is very small, the antenna is promising to be embedded within the different portable devices employing Wi-Fi/ mobile WiMAX applications.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117263921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509708
Md. Zahangir Alom, Arif Khan, Rubel Biswas, Mumit Khan
The face recognition problem is made difficult by the great variability in head rotation and tilt, lighting intensity and angle, facial expression, aging, partial occlusion (e.g. Wearing Hats, scarves, glasses etc.), etc. Principal components from the face space are used for face recognition to reduce dimensionality of database images. However, this paper discusses on adaptively weighted sub-pattern PCA (Aw-SpPCA) based face recognition system for dark images that have captured at night. It is really difficult to capture good quality picture at night for lacking of light source with traditional acquisition devices like camera or mobile phone. The computational photographic concepts have been applied to enhance the quality of the capture images at night automatically. Multi-scale retinex color restorations (MSRCR) technique has been applied for overcome this problem. Moreover, for recognition phase of this propose method, unlike PCA based on a whole image pattern, Aw-SpPCA operates directly on its sub patterns partitioned from an original whole pattern and separately extracts features from them. Aw-SpPCA can adaptively compute the contributions of each part and then endows them to a classification task in order to enhance the robustness to both expression and illumination variations. Experimental results show that the proposed method is competitive.
{"title":"Night mode face recognition using adaptively weighted sub-pattern PCA","authors":"Md. Zahangir Alom, Arif Khan, Rubel Biswas, Mumit Khan","doi":"10.1109/ICCITECHN.2012.6509708","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509708","url":null,"abstract":"The face recognition problem is made difficult by the great variability in head rotation and tilt, lighting intensity and angle, facial expression, aging, partial occlusion (e.g. Wearing Hats, scarves, glasses etc.), etc. Principal components from the face space are used for face recognition to reduce dimensionality of database images. However, this paper discusses on adaptively weighted sub-pattern PCA (Aw-SpPCA) based face recognition system for dark images that have captured at night. It is really difficult to capture good quality picture at night for lacking of light source with traditional acquisition devices like camera or mobile phone. The computational photographic concepts have been applied to enhance the quality of the capture images at night automatically. Multi-scale retinex color restorations (MSRCR) technique has been applied for overcome this problem. Moreover, for recognition phase of this propose method, unlike PCA based on a whole image pattern, Aw-SpPCA operates directly on its sub patterns partitioned from an original whole pattern and separately extracts features from them. Aw-SpPCA can adaptively compute the contributions of each part and then endows them to a classification task in order to enhance the robustness to both expression and illumination variations. Experimental results show that the proposed method is competitive.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115220402","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.4304/jcp.9.8.1809-01816
Seemanta Saha, M. S. Sadi
To keep pace with today's nano-technology, safety critical embedded systems are becoming less tolerant to errors. Research into techniques to cope with errors in these systems has mostly focused on transformational approach, replication of hardware devices, parallel program design, component based design and/or information redundancy. It would be better to tackle the issue early in the design process that a safety critical system never fails to satisfy its strict dependability requirements. A novel method is outlined in this paper that proposes an efficient approach to synthesize safety critical systems. The proposed method outperforms dominant existing work by introducing the technique of run time detection and completion of proper execution of the system in presence of faults.
{"title":"Synthesizing fault tolerant safety critical systems","authors":"Seemanta Saha, M. S. Sadi","doi":"10.4304/jcp.9.8.1809-01816","DOIUrl":"https://doi.org/10.4304/jcp.9.8.1809-01816","url":null,"abstract":"To keep pace with today's nano-technology, safety critical embedded systems are becoming less tolerant to errors. Research into techniques to cope with errors in these systems has mostly focused on transformational approach, replication of hardware devices, parallel program design, component based design and/or information redundancy. It would be better to tackle the issue early in the design process that a safety critical system never fails to satisfy its strict dependability requirements. A novel method is outlined in this paper that proposes an efficient approach to synthesize safety critical systems. The proposed method outperforms dominant existing work by introducing the technique of run time detection and completion of proper execution of the system in presence of faults.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123470002","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509782
Md. Abdullah Al Ahasan, S. A. Hossain, Ahsan Ullah Siddiquee, Md. Mahbubur Rahman
Robotics has a momentous features and application in our daily life. It can make our life faster easier and comfortable. Many researchers around the world are trying to develop an effective robotic system for household or industrial equipment management purposes. Global positioning System (GPS) is good for reaching high accuracy techniques to track the equipment current position. Motivating from this works in this paper we proposed the design and development of a prototype system which is based on GPS navigation and IR sensor for detecting and avoiding obstacle in dynamic context. As per the initial experimentation, we found out that the proposed approach of obstacle avoiding mechanism is appealing and useful to the user. Some of the potential applications of the proposed system include household appliances or hospital apparatus movement and children guidance.
{"title":"Obstacles invariant navigation of an autonomous robot based on GPS","authors":"Md. Abdullah Al Ahasan, S. A. Hossain, Ahsan Ullah Siddiquee, Md. Mahbubur Rahman","doi":"10.1109/ICCITECHN.2012.6509782","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509782","url":null,"abstract":"Robotics has a momentous features and application in our daily life. It can make our life faster easier and comfortable. Many researchers around the world are trying to develop an effective robotic system for household or industrial equipment management purposes. Global positioning System (GPS) is good for reaching high accuracy techniques to track the equipment current position. Motivating from this works in this paper we proposed the design and development of a prototype system which is based on GPS navigation and IR sensor for detecting and avoiding obstacle in dynamic context. As per the initial experimentation, we found out that the proposed approach of obstacle avoiding mechanism is appealing and useful to the user. Some of the potential applications of the proposed system include household appliances or hospital apparatus movement and children guidance.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115705442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509709
M. Hasan, Prof. Dr. Kamruddin Nur
User authentication through password matching is an age-old issue. It has been popularly being used in the computing world for its simplicity, flexibility and remote accessibility. Although people later developed and deployed some other authentication systems like Biometrics Authentication and Token-Based Authentication; despite proving higher degree of security, they all suffer from an orthodox problem-remote accessibility to an Internet-Based System. Again, for remote access, the general trend of using textual passwords is not guaranteed to be highly secured and, most often, they are seen breached by the intruders using some common password breaking algorithms. Hence, a more reliable, robust, secured and allover simple authentication system for remote accessibility is yet needed in digital world. In this paper, we propose a 3-Layer user authentication system for remote access of Internet-based systems that is guaranteed to be more secured, robust and reliable as compared to its existing counterparts. Besides, the proposed system ensures flexibility, reduced complexity and simplicity as well.
{"title":"A novel 3-Layer user authentication system for remote accessibility","authors":"M. Hasan, Prof. Dr. Kamruddin Nur","doi":"10.1109/ICCITECHN.2012.6509709","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509709","url":null,"abstract":"User authentication through password matching is an age-old issue. It has been popularly being used in the computing world for its simplicity, flexibility and remote accessibility. Although people later developed and deployed some other authentication systems like Biometrics Authentication and Token-Based Authentication; despite proving higher degree of security, they all suffer from an orthodox problem-remote accessibility to an Internet-Based System. Again, for remote access, the general trend of using textual passwords is not guaranteed to be highly secured and, most often, they are seen breached by the intruders using some common password breaking algorithms. Hence, a more reliable, robust, secured and allover simple authentication system for remote accessibility is yet needed in digital world. In this paper, we propose a 3-Layer user authentication system for remote access of Internet-based systems that is guaranteed to be more secured, robust and reliable as compared to its existing counterparts. Besides, the proposed system ensures flexibility, reduced complexity and simplicity as well.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124906461","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509778
Rudra Pratap Deb Nath, Hanif Seddiqui, Masaki Aono
Ontology instance matching is a key interoperability enabler across heterogeneous data sources in the Semantic Web and a useful maneuver in some classical data integration tasks dealing with the semantic heterogeneous assignments. Though most of the research has been conducted on ontology schema level matching so far, with the introduction of Linked Open Data (LOD) and social networks, research on ontology matching is shifting from ontology schema or concept level to instance level. Since heterogeneous sources of massive ontology instances grow sharply day-by-day, scalability has become a major research issue in ontology instance matching of semantic knowledge bases. In this paper, we propose an efficient method by grouping instances of knowledge base into several sub-groups to address the scalability issue. Then, our instance matcher, which considers the semantic specification of properties associated to instances in the matching strategy, works by comparing an instance within a classification group of one knowledge base against the instances of same sub-group of other knowledge base to achieve interoperability. A novel approach for measuring the influence of properties in the matching process is also presented. The experiment and evaluation depicts satisfactory results in terms of effectiveness and scalability over baseline methods.
本体实例匹配是语义Web中跨异构数据源的关键互操作性实现手段，也是处理语义异构分配的经典数据集成任务的一种有效策略。虽然目前大部分的研究都是在本体模式级的匹配上进行的，但是随着链接开放数据(Linked Open Data, LOD)和社交网络的引入，对本体匹配的研究正从本体模式或概念级转向实例级。随着海量本体实例异构来源的急剧增长，可扩展性成为语义知识库本体实例匹配的主要研究问题。在本文中，我们提出了一种有效的方法，通过将知识库实例分组到几个子组来解决可扩展性问题。然后，我们的实例匹配器考虑匹配策略中与实例相关的属性的语义规范，通过将一个知识库的分类组中的实例与其他知识库的同一子组的实例进行比较来实现互操作性。提出了一种测量匹配过程中属性影响的新方法。实验和评估描述了在有效性和可扩展性方面优于基线方法的令人满意的结果。
{"title":"Resolving scalability issue to ontology instance matching in Semantic Web","authors":"Rudra Pratap Deb Nath, Hanif Seddiqui, Masaki Aono","doi":"10.1109/ICCITECHN.2012.6509778","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509778","url":null,"abstract":"Ontology instance matching is a key interoperability enabler across heterogeneous data sources in the Semantic Web and a useful maneuver in some classical data integration tasks dealing with the semantic heterogeneous assignments. Though most of the research has been conducted on ontology schema level matching so far, with the introduction of Linked Open Data (LOD) and social networks, research on ontology matching is shifting from ontology schema or concept level to instance level. Since heterogeneous sources of massive ontology instances grow sharply day-by-day, scalability has become a major research issue in ontology instance matching of semantic knowledge bases. In this paper, we propose an efficient method by grouping instances of knowledge base into several sub-groups to address the scalability issue. Then, our instance matcher, which considers the semantic specification of properties associated to instances in the matching strategy, works by comparing an instance within a classification group of one knowledge base against the instances of same sub-group of other knowledge base to achieve interoperability. A novel approach for measuring the influence of properties in the matching process is also presented. The experiment and evaluation depicts satisfactory results in terms of effectiveness and scalability over baseline methods.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123103764","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509727
A. G. Kibria, M. Islam
This paper presents an improved version for the JSEG color image segmentation algorithm integrating visible color difference and canny edge detector to measure the boundary of the region. This method resolves the major inherent problem in JSEG caused by varying illumination using visible color difference and canny edge detector with JSEG segmented image. Experiments on natural color of Berkeley Segmentation Dataset are presented which show improved results in comparison with the classical JSEG and Fractal-JSEG algorithm.
{"title":"Color image segmentation using visible color difference and canny edge detector","authors":"A. G. Kibria, M. Islam","doi":"10.1109/ICCITECHN.2012.6509727","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509727","url":null,"abstract":"This paper presents an improved version for the JSEG color image segmentation algorithm integrating visible color difference and canny edge detector to measure the boundary of the region. This method resolves the major inherent problem in JSEG caused by varying illumination using visible color difference and canny edge detector with JSEG segmented image. Experiments on natural color of Berkeley Segmentation Dataset are presented which show improved results in comparison with the classical JSEG and Fractal-JSEG algorithm.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129774119","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509744
S. A. Hossain, Y. Ouzrout
A supply chain management (SCM) is the management of network having interconnected business nodes which spans all movements of services and goods from the point of origin to the point of consumption through chaining the services within the network. In the context of SCM within PLM, Trust modeling is an important and crucial aspect from the perspective of sustainability of the supply chain and to gain efficient performance in management of product life cycle. In the supply chain, the more we trust, the more we exchange information on demand and on forecast of the last customer so as with the level of stock and on the forecast of the suppliers. In this work, we attempted to model the Trust in SCM for using Agent Modeling Language (AML) and proposed a Multi Agent System (MAS) SCM model of trust in supply chain management. The proposed model is implemented using Java Agent Development Environment (JADE) and the simulation results demonstrated the impact of trust in supply chain along with the evolution of trust.
供应链管理(SCM)是对具有相互连接的业务节点的网络的管理，通过将网络内的服务链接起来，这些业务节点跨越了从原产地到消费点的所有服务和货物的移动。在PLM中的SCM环境中，从供应链的可持续性和在产品生命周期管理中获得有效绩效的角度来看，信任建模是一个重要而关键的方面。在供应链中，我们越信任，我们就会越多地交换关于需求和最后一个客户的预测的信息，以及库存水平和供应商的预测。在这项工作中，我们尝试使用代理建模语言(AML)对供应链中的信任进行建模，并提出了一个多代理系统(MAS)供应链管理中的信任模型。利用Java Agent Development Environment (JADE)实现了该模型，仿真结果显示了随着信任的演化，信任对供应链的影响。
{"title":"Trust model simulation for supply chain management","authors":"S. A. Hossain, Y. Ouzrout","doi":"10.1109/ICCITECHN.2012.6509744","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509744","url":null,"abstract":"A supply chain management (SCM) is the management of network having interconnected business nodes which spans all movements of services and goods from the point of origin to the point of consumption through chaining the services within the network. In the context of SCM within PLM, Trust modeling is an important and crucial aspect from the perspective of sustainability of the supply chain and to gain efficient performance in management of product life cycle. In the supply chain, the more we trust, the more we exchange information on demand and on forecast of the last customer so as with the level of stock and on the forecast of the suppliers. In this work, we attempted to model the Trust in SCM for using Agent Modeling Language (AML) and proposed a Multi Agent System (MAS) SCM model of trust in supply chain management. The proposed model is implemented using Java Agent Development Environment (JADE) and the simulation results demonstrated the impact of trust in supply chain along with the evolution of trust.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129795646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2012-12-01DOI: 10.1109/ICCITECHN.2012.6509764
Mustofa Kamal, Kazi Zakia Sultana
The work focuses on the integration of text categorization and text summarization tasks based on some existing algorithms. We primarily employ the method for bioinformatics literatures to categorize them in relevant domains of bioinformatics and then get a summarized overview of each of the documents in the domain. For text categorization we have chosen three different and core domains of bioinformatics: Protein-Protein Interaction, Disease-Drug Relevance and Pathway-Process Involvement. The method uses TF-IDF based technology for the categorization task and then after categorization it summarizes the key contents of each document using some existing features. The system plays important role in automatically reducing review spaces for the researchers as they do not need to manually select their relevant texts. It also saves time by providing ranked and significantly relevant lines of the documents. Our method outperforms other existing summarization tools in the sense that it optimizes summarization by first categorizing the documents on the basis of TF-IDF technology and then avoids redundant information by properly ranking the sentences using existing score.
{"title":"A comprehensive tool for text categorization and text summarization in bioinformatics","authors":"Mustofa Kamal, Kazi Zakia Sultana","doi":"10.1109/ICCITECHN.2012.6509764","DOIUrl":"https://doi.org/10.1109/ICCITECHN.2012.6509764","url":null,"abstract":"The work focuses on the integration of text categorization and text summarization tasks based on some existing algorithms. We primarily employ the method for bioinformatics literatures to categorize them in relevant domains of bioinformatics and then get a summarized overview of each of the documents in the domain. For text categorization we have chosen three different and core domains of bioinformatics: Protein-Protein Interaction, Disease-Drug Relevance and Pathway-Process Involvement. The method uses TF-IDF based technology for the categorization task and then after categorization it summarizes the key contents of each document using some existing features. The system plays important role in automatically reducing review spaces for the researchers as they do not need to manually select their relevant texts. It also saves time by providing ranked and significantly relevant lines of the documents. Our method outperforms other existing summarization tools in the sense that it optimizes summarization by first categorizing the documents on the basis of TF-IDF technology and then avoids redundant information by properly ranking the sentences using existing score.","PeriodicalId":127060,"journal":{"name":"2012 15th International Conference on Computer and Information Technology (ICCIT)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127888229","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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