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Identifying “Soft 404” Error Pages: Analyzing the Lexical Signatures of Documents in Distributed Collections

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Book cover Theory and Practice of Digital Libraries (TPDL 2012)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 7489))

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Abstract

Collections of Web-based resources are often decentralized; leaving the task of identifying and locating removed resources to collection managers who must rely on http response codes. When a resource is no longer available, the server is supposed to return a 404 error code. In practice and to be friendlier to human readers, many servers respond with a 200 OK code and indicate in the text of the response that the document is no longer available. In the reported study, 3.41% of servers respond in this manner. To help collection managers identify these “friendly” or “soft” 404s, we developed two methods that use a Naïve Bayes classifier based on known valid responses and known 404 responses. The classifier was able to predict soft 404 pages with a precision of 99% and a recall of 92%. We will also elaborate on the results obtained from our study and will detail the lessons learned.

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Meneses, L., Furuta, R., Shipman, F. (2012). Identifying “Soft 404” Error Pages: Analyzing the Lexical Signatures of Documents in Distributed Collections. In: Zaphiris, P., Buchanan, G., Rasmussen, E., Loizides, F. (eds) Theory and Practice of Digital Libraries. TPDL 2012. Lecture Notes in Computer Science, vol 7489. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-33290-6_22

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  • DOI: https://doi.org/10.1007/978-3-642-33290-6_22

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-33289-0

  • Online ISBN: 978-3-642-33290-6

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