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<!doctype html> <html> <head> <meta charset="utf-8"> <meta name="renderer" content="webkit" /> <meta name="format-detection" content="telephone=no" /> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1" /> <meta content="width=device-width, initial-scale=1, maximum-scale=1, minimum-scale=1" name="viewport" /> <title>Baidu Research</title> <link rel="shortcut icon" href="../web/images/favicon.png" type="image/x-icon"> <link rel="stylesheet" href="../web/css/reset.css"> <link rel="stylesheet" href="../web/css/animate.css"> <link rel="stylesheet" href="../web/css/Bootstrap.css">  <link rel="stylesheet" href="../web/css/style.css?333"> <link rel="stylesheet" href="../web/css/media.css">  <script src="../web/js/jquery.min.js"></script>  </head> <body class="n_body" ondragstart="return false">  <div class="n_header"> <div class="container"> <div class="header01"> <div class="logo"> <a class="h_logo" href="/Index" style="background-image: url(../web/images/logo.png);"><img src="../web/images/logo.png" alt="Baidu Research"></a> </div> <div class="nav"> <ul> <li><a href="/Index">Home</a></li> <li><a href="/Publications">Publications</a></li> <li><a class="active" href="/Research_Areas?id=55">Research Areas</a> <div class="nav_er"> <ul class="div_dl "> <li><a href="/Research_Areas/index-view?id=55">Data Science and Data Mining</a></li> <li><a href="/Research_Areas/index-view?id=56">Natural Language and Speech</a></li> <li><a href="/Research_Areas/index-view?id=57">Business Intelligence</a></li> <li><a href="/Research_Areas/index-view?id=58">Robotics and Autonomous Driving</a></li> <li><a href="/Research_Areas/index-view?id=59">Computer Vision</a></li> <li><a href="/Research_Areas/index-view?id=60">Machine Learning and Deep Learning</a></li> <li><a href="/Research_Areas/index-view?id=61">Computational Biology and Bioinformatics</a></li> <li><a href="/Research_Areas/index-view?id=62">High Performance Computing</a></li> <li><a href="/Research_Areas/index-view?id=75">Quantum Computing</a></li> </ul> </div> </li> <li><a href="/Blog">Blog</a></li> <li><a href="/Career">Careers</a></li> <li><a href="/Downloads">Downloads</a></li> <li><a href="/AI_Colloquium">AI Colloquium</a></li> </ul> <div class="nav_btn"><span></span></div> </div> </div> </div> <div class="header03 "> <div class="logo"><a href="/Index"><img src="../web/images/logo.png" alt="Baidu Research"></a></div> <div class="nav"> <ul> <li><a href="/Index">Home</a></li> <li><a href="/Publications">Publications</a></li> <li><a href="/Research_Areas?id=55">Research Areas</a> <div class="nav_er"> <ul class="div_dl "> <li><a href="/Research_Areas/index-view?id=55">Data Science and Data Mining</a></li> <li><a href="/Research_Areas/index-view?id=56">Natural Language and Speech</a></li> <li><a href="/Research_Areas/index-view?id=57">Business Intelligence</a></li> <li><a href="/Research_Areas/index-view?id=58">Robotics and Autonomous Driving</a></li> <li><a href="/Research_Areas/index-view?id=59">Computer Vision</a></li> <li><a href="/Research_Areas/index-view?id=60">Machine Learning and Deep Learning</a></li> <li><a href="/Research_Areas/index-view?id=61">Computational Biology and Bioinformatics</a></li> <li><a href="/Research_Areas/index-view?id=62">High Performance Computing</a></li> <li><a href="/Research_Areas/index-view?id=75">Quantum Computing</a></li> </ul> </div> </li> <li><a href="/Blog">Blog</a></li> <li><a href="/Career">Careers</a></li> <li><a href="/Downloads">Downloads</a></li> <li><a href="/AI_Colloquium">AI Colloquium</a></li> </ul> </div> <div class="nav_btn"><span></span></div> </div> </div> <div class="baidu-page-banner research_areas"> <div class="container"> <div class="baidu-page-title wow fadeIn"> Data Science and Data Mining </div> </div> </div> <div class="content-info"> <div class="container-details-er"> <p class="home-title page-title" style="font-size: 36px; color: rgb(68, 68, 68); text-align: center;">INTRODUCTION</p><p><span style="color: rgb(0, 0, 0);">Big data, deep learning, and artificial intelligence are quickly transforming our society. Data-driven decision making and automation are being utilized to solve significant challenges faced by our society at unprecedented scale. A few examples of such challenges include automated vehicle driving, environmental protection, improving human health and well-being, and improving education. At Baidu Research, we are developing cutting-edge research to better harness big data. We work extensively on predictive analytics, aiming to generate actionable and testable hypotheses based on large amounts of data and previous experiences. We study the theoretic and computational principles of data science, its systems, and its novel applications in many different areas of application. Our mission is to advance understanding of the principles and use of data science to solve important societal problems.</span></p> </div> </div> <div class="home-publications"> <div class="content-info"> <div class="home-title">PUBLICATIONS</div> <ul class="home-publications-info"> <ul class="row"> <li class="col-md-6 col-xs-12"> <div class="tt"> <div class="home-publications-title"> Rare Codes Count: Mining Inter-code Relations for Long-tail Clinical Text Classification </div> <div class="home-publications-date"> The 5th Clinical Natural Language Processing Workshop </div> <div class="home-publications-introduce">  <span> <a href="/Research_Areas/index-view?id=55">Data Science and Data Mining</a> <a href="https://aclanthology.org/2023.clinicalnlp-1.43/" target="_blank"><i></i></a> </span> </div> </div> </li> <li class="col-md-6 col-xs-12"> <div class="tt"> <div class="home-publications-title"> AA-Forecast: Anomaly-Aware Forecast for Extreme Events </div> <div class="home-publications-date"> Data Mining and Knowledge Discovery </div> <div class="home-publications-introduce">  <span> <a href="/Research_Areas/index-view?id=55">Data Science and Data Mining</a> <a href="https://link.springer.com/article/10.1007/s10618-023-00919-7" target="_blank"><i></i></a> </span> </div> </div> </li> <li class="col-md-6 col-xs-12"> <div class="tt"> <div class="home-publications-title"> Semi-Supervised Air Quality Forecasting via Self-Supervised Hierarchical Graph Neural Network </div> <div class="home-publications-date"> IEEE Transactions on Knowledge and Data Engineering </div> <div class="home-publications-introduce">  <span> <a href="/Research_Areas/index-view?id=55">Data Science and Data Mining</a> <a href="https://ieeexplore.ieee.org/document/9709128" target="_blank"><i></i></a> </span> </div> </div> </li> <li class="col-md-6 col-xs-12"> <div class="tt"> <div class="home-publications-title"> AFCS: Aggregation-Free Spatial-Temporal Mobile Community Sensing </div> <div class="home-publications-date"> IEEE Transactions on Mobile Computing </div> <div class="home-publications-introduce">  <span> <a href="/Research_Areas/index-view?id=55">Data Science and Data Mining</a> <a href="https://ieeexplore.ieee.org/document/9785730" target="_blank"><i></i></a> </span> </div> </div> </li> </ul> </ul> <a href="/publications" class="home-more"><em></em><span>MORE</span></a> </div> </div> <div class="content-info"> <div class="home-blog"> <div class="home-title">BLOG</div> <ul class="recommend-blog-info"> <ul class="row" pagesize="3"> <li class="col-md-4 col-sm-6 col-xs-12"> <a href="/Blog/index-view?id=183"> <div class="recommend-blog-img"><img src="/uploads/641c27aaedb30.jpg"><i></i></div> <div class="recommend-blog-text"> <div class="recommend-blog-title"> ERNIE Bot: Baidu's Knowledge-Enhanced Large Language Model Built on Full AI Stack Technology </div> <div class="recommend-blog-introduce"> Baidu introduced ERNIE Bot, its latest generative AI 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