In this task, you are given a part of an article. Your task is to generate headline (title) for this text. Preferred headlines are under fifteen words.
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Question: <lb>We consider a situation in which we see samples Xn R drawn i.i.d. from some<lb>distribution with mean zero and unknown covariance A. We wish to compute the<lb>top eigenvector of A in an incremental fashion with an algorithm that maintains<lb>an estimate of the top eigenvector in O(d) space, and incrementally adjusts the<lb>estimate with each new data point that arrives. Two classical such schemes are<lb>due to Krasulina (1969) and Oja (1983). We give finite-sample convergence rates<lb>for both.

Answer: The Fast Convergence of Incremental PCA

Question: In this paper, we briefly introduce MiniNLP, a natural language processing library for clinical narratives. MiniNLP is an experiment of our ideas on efficient and effective medical language processing. We introduce the overall design of MiniNLP and its major components, and show the performance of it in real projects.

Answer: A Short Introduction to MiniNLP

Question: *Rajdeep Borgohain Department of Computer Science and Engineering, Dibrugarh University Institute of Engineering and Technology, Dibrugarh, Assam Email: rajdeepgohain@gmail.com Sugata Sanyal School of Technology and Computer Science, Tata Ins titute of Fundamental Research, Mumbai, India Email: sanyals@gmail.com *Corresponding Author -------------------------------------------------------------------ABSTRACT-----------------------------------------------------------------The use of Artificial Intelligence is finding prominence not only in core computer areas, but also in cross disciplinary areas including medical diagnosis. In this paper, we present a rule based Expert System used in diagnosis of Cerebral Palsy. The expert system takes user input and depending on the symptoms of the patient, diagnoses if the patient is suffering from Cerebral Palsy. The Expert System also classifies the Cerebral Palsy as mil d, moderate or severe based on the presented symptoms.

Answer:
Rule Based Expert System for Cerebral Palsy Diagnosis