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ICML-03 Mini-Tutorial The Three R’s of Publishing Machine Learning Papers: Research, ‘Riting, and Reviews. Marie desJardins Rob Holte Rob Schapire Saturday, August 23, 12:30-2:00. The Process of Getting Published. Marie desJardins (mariedj@cs.umbc.edu) ICML-03 Mini-Tutorial
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ICML-03 Mini-TutorialThe Three R’s of Publishing Machine Learning Papers:Research, ‘Riting, and Reviews Marie desJardins Rob Holte Rob Schapire Saturday, August 23, 12:30-2:00
The Process of Getting Published Marie desJardins (mariedj@cs.umbc.edu) ICML-03 Mini-Tutorial The Three R’s of Publishing Machine Learning Papers:Research, ‘Riting, and Reviews Saturday, August 23, 12:30-2:00
Tutorial Overview • Programmatics and Publication • Review process • Ethical issues • Handling rejection • Writing and Being Reviewed • Reviewing • Writing a paper • Knowing your audience • Machine Learning Methodologies • Empirical methodology • Formal methodology
The Review Process • Program committees • Selection process • Senior vs. area chair vs. regular members • Paper assignments • Keyword-based • Self-selection • All for one and one for all • Decisions • Reaching a consensus • Final decisions • Conditional accepts (rare) • Acceptance rates (~~~20%)
Journal Reviewing • Length of decision cycle • Quality/length/depth of review • Decision options: • Accept as is • Accept with minor changes • Accept with major changes (subject to re-review) • Reject with encouragement to resubmit • Reject out of hand
Where to Publish • Workshops vs. conferences vs. journals • Quantity vs. quality • Aim high! (or at least appropriately) • Acceptance rate vs. time to prepare/publish
Knowing Your Audience:A Reviewer’s Perspective • First, I read the title: is it in my area? (self-selection) • Next, I read the abstract: is it interesting? (self-selection) • Next, I skim the introduction and form my opinion about the paper • Next, I read the rest of the paper looking for evidence to support my view • By the time I get to Section 2, I already have a very strong opinion about whether to accept or reject. • Your job is to give me the evidence I need in the title and abstract to select your paper for review, and in the introduction to result in the right opinion!
Ethical Issues • Multiple submissions • Journal versions of conference papers • Authors and author order • Listing papers in your CV
Rejected!! Now What? • Fix the paper! • Read the reviews, rail and complain, berate the reviewer • Calm down • Read them again with an open mind • Do more experiments, revise the paper, … • Go back to the reviews again – have you addressed all the points? • Have people read the revision critically • Do more experiments, revise the paper, … • Repeat until the next deadline