Evaluation of a Methodology for Modeling Term Relationship through Geometry: Experiments at TREC 2010 Relevance Feedback Track

نویسندگان

  • Emanuele Di Buccio
  • Massimo Melucci
  • Jian-Yun Nie
چکیده

The work reported in this paper is focused on the experimental evaluation of a methodology which models sources for feedback through a vector subspace formalism. This work considers a specific application of the methodology that exploits correlation among terms in documents judged as relevant to support feedback. Experiments were carried out during the participation to the TREC 2010 Relevance Feedback Track, thus investigating the effectiveness of the methodology application for modeling term correlation on a very large text corpus and when little evidence, namely one relevant document, is used as input for feedback.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

York University at TREC 2010: Chemical Track

We participated two chemical information retrieval tasks, Technology Survey (TS) task and Prior Art (PA) task in TREC 2010 chemical track. We aim to discover extra relevant chemical compounds for a given query. We investigate various basic retrieval models as well as corresponding Pseudo Relevance Feedback(PRF) models in chemical experiments. In order to eliminate low quality feedback documents...

متن کامل

Revisiting Again Document Length Hypotheses TREC 2004 Genomics Track Experiments at Patolis

The TREC-2004 Genomics track evaluation experiments at Patolis Corporation are described with a focus on the document length issues in different retrieval models such as TF*IDF or probabilistic language modeling approaches. In the genomics ad hoc retrieval task, combination of pseudo-relevance feedback and reference database feedback is applied. For the triage sub-task, we trained a SVM classif...

متن کامل

Symbol-Based Query Expansion Experiments at TREC 2005 Genomics Track

This paper illustrates the activity conducted at the TREC 2005 evaluation campaign in the ad-hoc task of the Genomics track. The retrieval effectiveness of a relevance feedback query expansion algorithm, which is based on symbols, is studied. The experimental results suggest that query expansion based on implicit relevance feedback is not always an effective means for improving effectiveness in...

متن کامل

Overview of the TREC 2010 Relevance Feedback Track (Notebook)

This year the relevance feedback track further examined relevance feedback with a single document relevance feedback task. Seven groups participated in the track. At this time, relevance judging is on-going and no results are available. This notebook version of the track describes the track, presents the current status of the track, and includes participant summaries.

متن کامل

UMass at TREC 2010 Web Track: Term Dependence, Spam Filtering and Quality Bias

Many existing retrieval approaches treat all the documents in the collection equally, and do not take into account the content quality of the retrieved documents. In our submissions for TREC 2010 Web Track, we utilize quality-biased ranking methods that are aimed to promote documents that potentially contain high-quality content, and penalize spam and low-quality documents. Our experiments with...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010