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2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)最新文献

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An Embedded Generation of Fuzzy Rules Implemented in a Remote Car Driving 嵌入式模糊规则生成在汽车远程驾驶中的实现
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.38
M. Estrada, G. Quiroz, L. Torres-Treviño
{"title":"An Embedded Generation of Fuzzy Rules Implemented in a Remote Car Driving","authors":"M. Estrada, G. Quiroz, L. Torres-Treviño","doi":"10.1109/MICAI.2015.38","DOIUrl":"https://doi.org/10.1109/MICAI.2015.38","url":null,"abstract":"The aim of the present research and development work, is to show how to implement a embedded Generation of Fuzzy Rules.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124979117","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}
引用次数: 0
A Case Study in Hybrid Multi-threading and Hierarchical Reinforcement Learning Approach for Cooperative Multi-agent Systems 协同多智能体系统中混合多线程和分层强化学习方法的实例研究
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.20
Hiram Ponce, Ricardo Padilla, Alan Davalos, Alvaro Herrasti, Cynthia Pichardo, Daniel Dovali
{"title":"A Case Study in Hybrid Multi-threading and Hierarchical Reinforcement Learning Approach for Cooperative Multi-agent Systems","authors":"Hiram Ponce, Ricardo Padilla, Alan Davalos, Alvaro Herrasti, Cynthia Pichardo, Daniel Dovali","doi":"10.1109/MICAI.2015.20","DOIUrl":"https://doi.org/10.1109/MICAI.2015.20","url":null,"abstract":"This paper describes a case study about a multi-agent system for cooperative tasks, i.e. a mixing color task given three different sources of color. A reinforcement learning approach was performed by the agents, however, this type of learning exploits exponentially when the number of states in the environment is very large. In that sense, the paper proposes to use the MaxQ-Q hierarchical reinforcement learning algorithm to obtain a suitable policy for agents in order to minimize the time process to achieve the goal, and to reduce the state space. In addition, since the multi-agent system runs in a software application, a multi-threading paradigm was proposed to use. Experimental results show that this multi-agent system can reduce the time process and still maintain independence of agents.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"128 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131462087","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}
引用次数: 0
Unilateral Weighted Jaccard Coefficient for NLP NLP的单边加权Jaccard系数
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.9
Julio Santisteban, Javier Tejada-Cárcamo
{"title":"Unilateral Weighted Jaccard Coefficient for NLP","authors":"Julio Santisteban, Javier Tejada-Cárcamo","doi":"10.1109/MICAI.2015.9","DOIUrl":"https://doi.org/10.1109/MICAI.2015.9","url":null,"abstract":"Similarity measures are essential to solve many pattern recognition problems such as classification, clustering, and retrieval problems. Various similarity measures are categorized in both syntactic and semantic relationships. In this paper we present a novel similarity, Unilateral Weighted Jaccard Coefficient (uwJaccard), which takes into consideration not only the space among two points but also the semantics among them in a distributional semantic model, the Unilateral Weighted Jaccard Coefficient provides a measure of uncertainty which will be able to measure the uncertainty among sentences such as \"man bites dog\" and \"dog bites man\".","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131571478","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}
引用次数: 5
A Marriage Theorem Based-Algorithm for Solving Sudoku 基于婚姻定理的数独解算法
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.24
Ricardo Soto, Broderick Crawford, Cristian Galleguillos, Francisca C. Venegasy, F. Paredes
{"title":"A Marriage Theorem Based-Algorithm for Solving Sudoku","authors":"Ricardo Soto, Broderick Crawford, Cristian Galleguillos, Francisca C. Venegasy, F. Paredes","doi":"10.1109/MICAI.2015.24","DOIUrl":"https://doi.org/10.1109/MICAI.2015.24","url":null,"abstract":"Millions of people around the world are solving a complex constraint satisfaction problem although they do not know. This problem is a famous game known as Sudoku puzzle and it consists in filling a n2 × n2 grid, composed by n columns, n rows and n sub-grids, each one containing different digits from 1 to n2. In this paper, we propose an exact algorithm based on Hall's marriage theorem in order to solve it. After applied our proposed method, we have noticed that some instances with particular features are possible to solve. The algorithm is quite simple to code it and good results are reached solving some instances. The unresolved ones as result of the application of the algorithm is generated an equivalent problem to the original one, but more easiest to solve. We illustrate the experimental evaluation comparing with another complete methods.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"10 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120821032","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}
引用次数: 1
Demand Response in Electric Vehicles Management Optimal Use of End-User Contracts 基于终端用户契约的电动汽车需求响应管理
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.25
J. Soares, Z. Vale, H. Morais, Nuno Borges
{"title":"Demand Response in Electric Vehicles Management Optimal Use of End-User Contracts","authors":"J. Soares, Z. Vale, H. Morais, Nuno Borges","doi":"10.1109/MICAI.2015.25","DOIUrl":"https://doi.org/10.1109/MICAI.2015.25","url":null,"abstract":"Demand Response (DR) has gained attention in the past few years. With the mass introduction of Electric Vehicles (EVs) the opportunity for DR programs can grow even more. This paper concentrates on a specific type of DR, namely evaluating different scenarios with respect to end-user EVs tariffs. The effects of different tariffs are compared in several scenarios in terms of the Virtual Power Plant (VPP) operation costs and also the EVs' perspective, i.e. considering the optimal use of end-user contracts. To solve the Mixed Integer Non-Linear Problem (MINLP) a modernized optimization approach is used by combining a deterministic method in the first stage, relaxing the problem to a Mixed Integer Linear Problem (MILP) with the use of a computational intelligence method in the second stage, namely Particle Swarm Optimization (PSO). The case study presents different price scenarios, namely, singletariff, bi-tariff, tri-tariff, tetra-tariff, and Real-Time Pricing (RTP). The network used for this application is a 33-bus distribution network with high penetration of renewables and a fleet of 30 electric buses.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130135938","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}
引用次数: 4
Towards a Framework to Detect and Prevent Non-technical Losses in Power Distribution Based on Data-Mining Techniques and Bayesian Networks 基于数据挖掘技术和贝叶斯网络的配电非技术损耗检测与预防框架研究
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.30
Y. Hernández, G. Arroyo-Figueroa, Guillermo Rodríguez, Martin Santos, Hilda Escobedo
{"title":"Towards a Framework to Detect and Prevent Non-technical Losses in Power Distribution Based on Data-Mining Techniques and Bayesian Networks","authors":"Y. Hernández, G. Arroyo-Figueroa, Guillermo Rodríguez, Martin Santos, Hilda Escobedo","doi":"10.1109/MICAI.2015.30","DOIUrl":"https://doi.org/10.1109/MICAI.2015.30","url":null,"abstract":"The power sector faces a considerable loss of energy both technical and non-technical. The non-technical losses are related with energy delivered but whose cost is not recovered. Several attempts have made to minimize this problem, however the problem has persisted. The application of data mining algorithms to commercial and technical databases allows us to have patterns of energy consumption which related with the social, economic and demographic information allows knowing the phenomena behind the losses of energy. The patterns will be useful to design a Bayesian model to predict losses of energy. The Bayesian model we are designing includes a wide spectrum of parameters and relationships which allows using minimal evidence to detect potential and early losses. Since there is a huge amount of data and sometimes it is incomplete, irrelevant or missing, we have evaluated several algorithms to prepare data and for select relevant data. In this paper, the framework and current results are presented.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131058512","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}
引用次数: 1
Real Time Digital Image Processing Using Point Operations in Multithreaded Systems 多线程系统中使用点运算的实时数字图像处理
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.15
Q. W. Samyan, W. Sahar, Talha Waheed, M. Aslam, A. Enríquez
{"title":"Real Time Digital Image Processing Using Point Operations in Multithreaded Systems","authors":"Q. W. Samyan, W. Sahar, Talha Waheed, M. Aslam, A. Enríquez","doi":"10.1109/MICAI.2015.15","DOIUrl":"https://doi.org/10.1109/MICAI.2015.15","url":null,"abstract":"This paper deals with real-time digital image processing using multi-threading for efficient and reliable real-time output. Two types of classes are dealt with: class A where processing is based on single pixel operations and class B where output is based on neighborhood pixel values, which is dedicated to convolution operations. Partitioning an image into sub-images to process it using multiple threads is not as simple as it looks. One issue is of information loss, which occurs during partition, especially at boundary pixels. Calculation of optimal size of sub-images is another issue. Whereas, writing code for gaining maximum performance via multi-threading is also cumbersome. In this paper, issue of how loss affects the speed of output with limited or desired number of resources is tackled. The aim is to reduce the information loss and improve performance. A generic multi-threaded API, to handle different image operations, is tested on images of different sizes and performance is compared with single-threaded approach. Experimental results demonstrate better execution time without data loss.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115472362","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}
引用次数: 1
A Content-Based Recommendation System Using TrueSkill 基于TrueSkill的内容推荐系统
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.37
L. Quispe, José Eduardo Ochoa Luna
{"title":"A Content-Based Recommendation System Using TrueSkill","authors":"L. Quispe, José Eduardo Ochoa Luna","doi":"10.1109/MICAI.2015.37","DOIUrl":"https://doi.org/10.1109/MICAI.2015.37","url":null,"abstract":"We present a probabilistic approach based on TrueSkill for Content-Based Recommendation Systems. On one hand, this proposal allow us to tackle the \"cold start\" problem because it relies on a content-based approach. On the other hand, it is valuable for handling high uncertainty since it solely depends on available items and ratings given by users. Thus, there is no dependency on the number of items and users. In addition, it is highly scalable because user preferences get richer as items get ranked.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116840976","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}
引用次数: 4
Towards a Model of Cognitive Agents: Integrating Emotion on Trust 认知主体模型:情感与信任的整合
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.19
Thiago Ângelo Gelaim, R. Silveira, Jerusa Marchi
{"title":"Towards a Model of Cognitive Agents: Integrating Emotion on Trust","authors":"Thiago Ângelo Gelaim, R. Silveira, Jerusa Marchi","doi":"10.1109/MICAI.2015.19","DOIUrl":"https://doi.org/10.1109/MICAI.2015.19","url":null,"abstract":"Open multi-agent systems are those in which the agents can enter or leave the system freely and entities with unknown intentions can occupy the environment. In these systems, trust and reputation mechanisms are used to choose partners in order to delegate tasks. Most of the trust and reputation models proposed in the literature take into account their functional aspects, but not how they affect the reasoning cycle of the agent. That is, under the agent's perspective, a trust model is usually just a \"black box\". In this paper we propose a model definition in which trust processes are part of the agents' reasoning cycle, influencing and being influenced by the emotions of the agent. Our model is inspired in BDI approach and is defined as a multi-context system.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114611780","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}
引用次数: 3
An Experimental Evaluation of Data Mining Algorithms Using Hyperparameter Optimization 基于超参数优化的数据挖掘算法的实验评价
2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI) Pub Date : 2015-10-25 DOI: 10.1109/MICAI.2015.29
Rayrone Zirtany Nunes Marques, L. Coutinho, T. B. Borchartt, S. Vale, Francisco Silva
{"title":"An Experimental Evaluation of Data Mining Algorithms Using Hyperparameter Optimization","authors":"Rayrone Zirtany Nunes Marques, L. Coutinho, T. B. Borchartt, S. Vale, Francisco Silva","doi":"10.1109/MICAI.2015.29","DOIUrl":"https://doi.org/10.1109/MICAI.2015.29","url":null,"abstract":"The challenge to choose the best algorithm and its best parameters for a given problem is known as Combined Algorithm Selection and Hyperparameter Optimization Problem. Among all the classification algorithms available are those based on human comprehensible representations, such as decision trees and classification rule induction. These algorithms are usually chosen by the clarity of the results obtained and the interpretability of its models. In this paper, we evaluated the six most used algorithms based on human comprehension. We conducted experiments with 28 datasets often used in the literature in different ways: using default parameters, using ExpDB parameters and using a tool based in genetic algorithm to find the best parameter combination. The results obtained have shown the strategy of combining the data from ExpDB via GA is effective in finding classification models with good accuracy.","PeriodicalId":448255,"journal":{"name":"2015 Fourteenth Mexican International Conference on Artificial Intelligence (MICAI)","volume":"160 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122861870","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}
引用次数: 7
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