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CERN Accelerating science

Time-dependent Link-based Ranking Method

This ranking method combines the link-based ranking with the time-dependent citation counts. This ranking method is not very well suited for data collections that allow cycles, since for strong time decay parameters, it tends to overestimate the value of recent publications. Algorithm: 1. Read the citation data from the database or from a file that has the following format: x[tab]y where the paper with recid x cites the paper with recid y. The citation data is stored in a map key:value, where the 'key' is a record id and the 'value' is the list of publications that cite publication 'key'. 2. Read the publication dates for each paper from the database or from a file that has the following format: x[tab]y, where x is a recid and y is the publication year. There are several possibilities for retrieving the dates from the database: i) using the 260__c MARC tag that contains only the publication year (this is the option that we are using); ii) using the 269__c MARC tag that contains the complete publication date. For the papers that do not have a publication date, we consider the date of insertion in the database (961__x tag). If neither the publication date nor the insertion date are available, we consider an average date (computed with the existing dates). 3. Read the convergence threshold, check_point and damping_factor parameters from the configuration file. (parameters specific for the link-based ranking) 4. Read the time_decay factor from the configuration file. 5. Remove the simple loops (loops caused by x cites y and y cites x, and loops caused by x published in year t1 cites y published in year t2, but t1 < t2). 6. Calculate the weight of each citation based on its age and time_decay. 7. Calculate the final rank for each publication. 8. Write the ranks to the database and to a file. The name of the file and the number of ranks that should be outputted can be set into the configuration file. If the name of the file is not set, then the ranks are only written in the database.