CSCD555 Research Methods Lecture 4 CS Body of Literature Winter 2012.

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Presentation transcript:

CSCD555 Research Methods Lecture 4 CS Body of Literature Winter 2012

Managing CS Literature There are too many conferences, workshops, symposium one has to keep track of  At least in most areas  Same for journals, newsletters, bulletins etc.  There is a huge amount of CS literature  Including theses, online books, technical reports...

Managing CS Literature Solution Make extensive use of existing literature search tools Assuming that you know what your research focus is...

More CS Collections Computer Science Bibliography Server (DBLP)‏  We didn't talk about this one, next slides Other sources  ACM Portal  IEEE Xplore  Google Scholar  Science Direct  CiteSeer  Networked Computer Science Technical Reference Library (NCSTRL)‏  Collection of Computer Science Bibliographies, next slides

Computer Science Bibliographies

Microsoft Libra Help explanation page:

Citeseer

Literature Searches Useful one is an entire journal of Surveys Survey/Review Papers ACM Computing Surveys Journal Wikipedia Overview of ACM Computing Surveys

Assessing Relevance Journals  What are the leading journals in your area ?  Are papers of sufficiently high quality ?  Are members of editorial board active researchers ?  Does the journal have a reasonable impact factor?  Is it refereed? Conferences  Can you identify leading conferences covering your area?  What are the acceptance rates?  What is the quality of the papers accepted?

Impact Factor The impact factor, IF This is a measure reflecting average number of citations to articles published in science and social science journals Frequently used as a proxy for relative importance of journal within its field,  Journals with higher impact factors deemed more important than those with lower ones  Impact factors calculated yearly for those journals that are indexed in Thomson Reuter's Journal Citation Reports

Impact Factor Impact factor was devised by Eugene Garfield, Founder of the Institute for Scientific Information (ISI), now part of Thomson Reuters By indexing scholarly work by citation, Garfield allowed researchers to track  What other works a paper has referenced, and  How many times others have cited a paper By counting citations, “Impact Factor” could be measured, assigning an indicator of quality to more influential works Article on Impact of Impact Factor free/essays/50_years_citation_indexing/

Impact Factor “Even if there were no other use for a citation index than that of minimizing the citation of poor data, the index would be well worth the effort required to compile it,” Garfield wrote in his 1955 paper “Citations are an acknowledgment of intellectual debt. For example, Web of Science lets researchers instantly recognize works that are well regarded by their peers That way, they know they are basing their work on quality research.”

Calculating Impact Factor WHAT IS AN IMPACT FACTOR? The journal impact factor is a measure of the frequency with which the average article in a journal has been cited in a particular year. The impact factor helps you evaluate a journal's relative importance, especially when you compare it to others in the same field. The impact factor is calculated by dividing the number of citations in the current year to articles published in the two previous years by the total number of articles published in the two previous years. Using Journal X as an example: Citations in 2007 to articles published in: sum 2909 Number of articles published in: Sum 716 Calculation: Total cites to articles published in 2005 and = Number of articles 716 published in 2005 and 2006 The 2007 Impact Factor for Journal X is Calculating Impact Factor

Some Impact Factors Elsevier CS Journals cite impact factor /webpage/author-webpage html Another Ranking Website for Journals

Assessing Author Relevance Authors  Identify leading individual researchers/authors working in your area  In what journals do they regularly publish?  Who is the most cited author(s)?  Who publishes the most?  Who produces students?  Where are their students employed?

Identifying Notable Authors Not as easy as a journal citation index  Look at number of times author cited  Also, the quality of conferences  Body of work from this author  His/Her graduate students  His/Her institution, prestigious or not All of the above will provide some clues as to the importance of the author in his/her field Also something called h-index and g-index  Microsoft explains this: Barbara Liskov of MIT

Conferences vs. Journals

Conferences vs. Journals in CS Which are Better? Conferences are Better?  Conferences have higher status Part this is historical artifact of field of computer science, but it is self-perpetuating since best researchers want to send their papers to conferences rather than journals  Conferences provide higher visibility and greater impact Many people will attend your talk, you will have the opportunity to answer questions, and people will talk to both you and to one another in the hallways Even disregarding the event itself, more non-attendees read conference proceedings than read journals

Conferences vs. Journals Conferences have higher quality  Acceptance rates to good conferences are often around 10%, at least in software engineering.. whereas even best journals are less selective There does exist low-quality conferences (and journals), but if your c.v. is cluttered with them, then you will appear to be incapable of good work (even if the work you published in those venues really is good!), and your good publications will not stand out A good rule of thumb is that the best conferences are sponsored by ACM or IEEE

Conferences vs. Journals Conferences are more timely  It can take years for a journal publication to appear (or even for reviews to come back),  Whereas turnaround time for conference reviews is a few months, and proceedings also appear quickly Conferences have higher standards of novelty  Journals often only require 20-30% of the material to be new, compared to an earlier conference version

Conferences vs. Journals Why journals are better  Journals may have longer page limits If you have too many experimental results to fit in a conference publication, then a journal affords an opportunity to include them You can also include proofs that are too long (or boring) for a shorter publication.  Journal reviews tend to be more detailed  A journal reviewer may spend days on a paper, whereas a conference reviewer cannot afford to do so for each of the many papers he or she is assigned

The Case for Journals Journals have higher acceptance rates  More chance to get your research published  Same is true of workshops  Good venues for people who are just starting their research careers Some lesser-ranked universities evaluate faculty on basis of journal publications  Because Dean of Engineering is unable or unwilling to understand computer science  A top-ranked CS department can convince the dean to use the proper evaluation metric

Case for Journals Best papers at a conference are often solicited for expedited journal publication  Whether you accept this invitation should be based on factors above, such as whether there is value to the community of an expanded version of the paper, and how much more work it is to prepare the journal version conferences-vs-journals.html

A Study that Confirms This As stated previously  Published yearly by Thomson ISI Journal Citation Report (JCR) by counts of the citations from articles of thousands of journals  Research results in computer science are often published in high-quality conferences which are not covered by the JCR citation databases  List of Impact Factors

Conferences Rule Several recent systems show citation numbers for both journal and conference publications especially in computer science,  Citeseer,  ACM Digital Library, Microsoft Libra (Libra) and  Google Scholar (GS)‏  For example, Libra holds more than 900,000 computer science publications and more than 3.5 million citations to them as of December 2007

Conferences Rule The majority of papers appeared in conferences and workshops, not in journals Furthermore, total number of citations is higher for conferences and workshops than for journals

Conferences Rule Authors used cleaned citation data from GoogleScholar for an in-depth citation analysis for database research, a subfield of computer science research Analyzed all publications over a period of 10 years (1994–2003) which appeared in top Database conferences and top Database journals  Two top conferences (ACM Sigmod, VLDB) not only publish many more papers than the top journals (ACM TODS, VLDB Journal) but that they receive many more citations in total and per paper

Conferences Rule

Citation from Study Comparing the scientific impact of conference and journal publications in computer science By Erhard Rahm

How to find Conferences and Journals for your Specialty ACM IEEE - Communications Society IEEE Computer Society Computer Security

Journals and Magazines IEEE Computer Society Publications  ACM Digital Libaray 

End New Assignment  See the Assignments page  On trying out the cool new Databases of articles

Summary Conferences vs. Journals Conferences  More impact in the CS field  Many more conferences than journals  More current results, more papers Journals  Longer time to publication  More thorough review process  Longer, more thorough papers (in general)‏