Category: DATA MINING PROJECT TOPICS AND MATERIALS

Adaptive Processing for Distributed Skyline Queries over Uncertain Data Abstract: Query processing over uncertain data has gained growing attention, because it is necessary to deal with uncertain data in …

Cold-Start Recommendation with Provable Guarantees: A Decoupled Approach Abstract: Although the matrix completion paradigm provides an appealing solution to the collaborative filtering problem in recommendation systems, some major issues, …

Incremental Semi-Supervised Clustering Ensemble for High Dimensional Data Clustering Abstract: Traditional cluster ensemble approaches have three limitations: (1) They do not make use of prior knowledge of the datasets …

RSkNN: kNN Search on Road Networks by Incorporating Social Influence Abstract: Although k NN search on a road network Gr , i.e., finding k nearest objects to a query user q on Gr , has been extensively studied, existing …

Booster in High Dimensional Data Classification Abstract: Classification problems in high dimensional data with a small number of observations are becoming more common especially in microarray data. During the …

Efficient R-Tree Based Indexing Scheme for Server-Centric Cloud Storage System Abstract: Cloud storage system poses new challenges to the community to support efficient concurrent querying tasks for various data-intensive …

Location aware keyword query suggestion based on document proximity Abstract: Consider a user who has issued a keyword query to a search engine. We study the effective suggestion of …

Mining User-Aware Rare Sequential Topic Patterns in Document Streams Abstract: Textual documents created and distributed on the Internet are ever changing in various forms. Most of existing works are …

Sentiment Embeddings with Applications to Sentiment Analysis Abstract: We propose learning sentiment-specific word embeddings dubbed sentiment embeddings in this paper. Existing word embedding learning algorithms typically only use the …

Practical Approximate k Nearest Neighbor Queries with Location and Query Privacy Abstract: In mobile communication, spatial queries pose a serious threat to user location privacy because the location of …

MAVE: Multilevel wrApper Verification systEm Abstract: Wrappers are pieces of software used to extract data from websites and structure them for further application processing. Unfortunately, websites are continuously evolving …

Private Over-Threshold Aggregation Protocols over Distributed Datasets Abstract: In this paper, we revisit the private over-threshold data aggregation problem. We formally define the problem’s security requirements as both data …

NATERGM: A model for examining the role of Nodal Attributes in dynamic social media networks Abstract: Social media networks are dynamic. As such, the order in which network ties …

Crowdsourcing for top-K query processing over uncertain data Abstract: Both social media and sensing infrastructures are producing an unprecedented mass of data characterized by their uncertain nature, due to …

Connecting Social Media to E-Commerce: Cold-Start Product Recommendation On Microblogs Abstract In recent years, the boundaries between e-commerce and social networking have become increasingly blurred. Many e-commerce websites support …

Trust-but-Verify: Verifying Result Correctness of Outsourced Frequent Itemset Mining in Data-Mining-As-a-Service Paradigm Abstract Cloud computing is popularizing the computing paradigm in which data is outsourced to a third-party service …

Quality-Aware Subgraph Matching Over Inconsistent Probabilistic Graph Databases Abstract Quality-Aware Subgraph Matching Over Inconsistent Probabilistic Graph Databases management report in data mining.Resource Description Framework (RDF) has been widely used in …