INFORMATION DISCLOSURE
`STATEME_NT BY APPLICANT
`(Not for sumeSSIon under 37 CFR 1.99)
`
`Complete if Known
`
`16/144,790
`Setember 27’ 2018
`Ishaan Nemrkar
`LeaoYear Technolo_ies, Inc.
`2491
`
`8547
`
`Ashokkumar B. Patel
`
`Attorney Docket Number
`
`U.S. PATENT DOCUMENTS
`
`——
`Examiner
`Cite
`Number — Kind Code2 (if
`Initials*
`No.1
`known)
`
`MM-DD-YYYY
`
`Name of Patentee or
`Applicant ofCited Document
`
`325 52_3 93 79/US
`
`
`
`check mark here if English language translation is attached.
`
`Examiner Signature —
`—Date Considered
`*EXAMINER: Initial if reference considered, whether or not citation is in conformance with MPEP 609. Draw line
`through a citation if not in conformance and not considered. Include copy ofthis form with next communication to
`applicant.
`1Applicant’s unique citation designation number (option). 2 See Kind Codes of USPTO Patent Documents at www.USPTO.GOV or MPEP
`901.04. 3 Enter office that issued the document, by the two-letter code (WIPO Standard ST.3). 4 For Japanese patent documents, the indication
`of the year ofthe reign of the Emperor must precede the serial number of the patent document.
`
`Dworketal.
`
`Agrawal etal.
`Mohan etal.
`
`Wang et al-
`Fawaz et al-
`Eide et al-
`Fawaz et al-
`
`Zhang et al-
`Wang et al-
`Rane et aI.
`McSher
`etaI.
`DiCrescenzo
`
`McSherry et ai.
`Krause et al-
`Dworketal.
`Dworketal.
`Dworketal.
`
`FOREIGN PATENT DOCUMENTS
`
`—-———
`
`Initials*
`
`No.1
`
`Kind Code5 (if known)
`
`MM-DD-YYYY
`
`Applicant of Cited Document
`
`_- wo 2015/157020 A1
`_- wo 2015/090445 A1
`
`10-15—2015 Thomson Licensing
`06-25-2015 Telefonaktiebolaget L M Ericsson
`
`-
`-
`
`EXAMINER SIGNATURE
`
`5 Kind of document by the appropriate symbols as indicated on the document under WIPO Standard ST.16 if possible. 6Applicant is to place a
`
`

`

`APP"PP"°“P“"“'Per _INFORMATION DISCLOSURE :6/144$9027 2018
`
`STATEMENT BY APPLICANT
`1:1. emNer
`1;
`.
`(Not for submission under 37 CFR1.99)
`S aan
`emf ar
`LeaoYear Technolo_1es, Inc.
`2491
`
`.
`Appllcant
`
`Complete if Known
`
`8547
`
`Ashokkumar B. Patel
`
`Attorney Docket Number
`
`325 52_3 93 79/US
`
`Examiner
`Initials*
`
`Cite
`No.1
`
`'
`
`-- AGRAWAL, R. etal.,“Privacy-Preserving Data Mining,”ACM SIGMOD, May 2000 pp.
`
`439-450.
`
`C2 BOST, R. et aI. "Machine Learning Classification over Encrypted Data". NDSS '15,
`Februa
`8- 11 ,2015, n.1-14.
`C3 DWORK, C. et aI. ,“Differential Privacy and Robust Statistics,” Proceedings ofthe Forty-
`First Annual ACM Symposium on Theory of Computing, November 14, 2008, 42 pages,
`[Online] [Retrieved on September 15, 2016], Retrieved from the
`Internet<URL:http://www.stat.cmu.edu/~jingIe/dprs_st0009.pdf>.
`C4 DWORK, C. "Differential Privacy: A Survey of Results," TAMC 2008, LNCS 4978,
`Agrawal, M. et al. (eds.), pp. 1-19.
`C5 DWORK, C., “A Firm Foundation for Private Data Analysis,” Proceedings ofthe ACM,
`January 2011, 8 pages, Vol. 54, Issue 1.
`C6 DWORK, C. et al., “Calibrating Noise to Sensitivity in Private Data Analysis,” Proceedings
`ofthe Third Conference on Theory ofCryptography, New York, NY, March 4-7, 2006, pp.
`265-284.
`
`
`
`C7 FRIEDMAN, A. et al., “Data Mining with Differential Privacy,” Proceedings ofthe 16th
`ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,”
`December 2010, 11 pages, [Online] [Retrieved on September 13, 2016], Retrieved from
`the
`
`Internet<URL:http://users.cis.flu.edu/~Izhen001/activities/KDD_USB_key_2010/docs/p49
`3.pdf>.
`C8 HUANG, Y. et al., “Telco Churn Prediction with Big Data,” Proceedings ofthe 2015 ACM
`SIGMOD International Conference on Management of Data, June 4,2015, 13 pages,
`[Online] [Retrieved on September 13, 2016], Retrieved from the
`Internet<URL:http://users.wpi.edu/~y|i15/IncIudes/SIGMOD15Te|co.pdf>.
`JAGANNATHAN, G. et al., “A Practical Differentially Private Random Decision Tree
`Classifier,” International Conference on Data Mining Workshops, Proceedings ofthe
`ICDM International Workshop on the Privacy Aspects of Data Mining, 2009, pp. 114-121.
`C10 JI, Z. et al., “Differential Privacy and Machine Learning: a Survey and Review,” Cornell
`University Library — arXiv preprint, December 24, 2014, 32 pages, [Online] [Retrieved on
`EXAMINER SIGNATURE
`
`Examiner Signature
`Date Considered
`
`*EXAMINER: Initial if reference considered, whether or not citation is in conformance with MPEP 609. Draw line
`through a citation if not in conformance and not considered. Include copy ofthis form with next communication to
`applicant.
`1Applicant’s unique citation designation number (option). 2 See Kind Codes of USPTO Patent Documents at www.USPTO.GOV or MPEP
`901.04. 3 Enter office that issued the document, by the two-letter code (WIPO Standard ST.3). 4 For Japanese patent documents, the indication
`of the year ofthe reign of the Emperor must precede the serial number of the patent document.
`
`5 Kind of document by the appropriate symbols as indicated on the document under WIPO Standard ST.16 if possible. 6Applicant is to place a
`check mark here if English language translation is attached.
`
`

`

`APP'i°a“°“N"mber —INFORMATION DISCLOSURE é“1441:9027 2018
`
`STATEMENT BY APPLICANT
`1:1. emNer
`1;
`.
`(Not for submission under 37 CFR1.99)
`S aan
`emf ar
`LeaoYear Technolo_1es, Inc.
`2491
`
`.
`
`Complete if Known
`
`8547
`
`Ashokkumar B. Patel
`
`Attorney Docket Number
`
`325 52_3 93 79/US
`
`-_l
`
`Internet<URL'http'//arxiv.org/pdf/1412.7584.pdf>.
`C11 NISSIM, K. et al., “Smooth Sensitivity and Sampling in Private Data Analysis,”
`Proceedings ofthe Thirty-Ninth Annual ACM Symposium on Theory of Computing, June
`13, 2007, 11 pages, [Online] [Retrieved on September 14, 2016], Retrieved from the
`Internet<URL:http://www.cse.psu.edu/~sxr48/pubs/smooth-sensitiviy-stoc.pdf>.
`C12 PATIL, A. et al. ,“Differential Private Random Forest,” International Conference on
`Advances in Computing, Communications and Informatics, September 27, 2014, 10
`pages, [Online] [Retrieved on September 14, 2016], Retrieved from the
`Internet<URL:http://ieeexplore.ieee.org/stamp/stamp.jsp?tp-
`&arnumber=6968348&isnumber=6968191>.
`
`Systems", lCDE Conference 2013, pp. 1093-1104.
`
`11, June 12-16, 2011, pp. 229-240.
`
`proceedings.
`
`
`
`_PCT/US16/44178, October 18, 2016, 20 pages.
`-- PENG, S. et al., "Query Optimization for Differentially Private Data Management
`-- XIAO, X. et al., "iReduct: Differential Privacy with Reduced Relative Errors", SIGMOD'
`-- ZHANG, N. et al., "Distributed Data Mining with Differentiai Privacy", IEEE ICC 2011
`-- United States Office Action, U.S. Appiication No. 15/793,898, February 7, 2018, 11
`=— United States Office Action, U.S. Appiication No. 15/793,907, January 31,2018, 11
`=0 '
`'
`'
`..
`'
`'
`.15/793,907,May15,2018,14pages.
`=—1 United States Office Action, U.S. Appiication No. 15/203,797, January 17,2018, 18
`
`United States Office Action, US. Application No. 15/793,898, May 15, 2018, 14 pages.
`
`United States Office Action, US. Application No. 15/203,797, June 8,2018, 13 pages.
`
`pages.
`
`Examiner Signature
`Date Considered
`
`EXAMINER SIGNATURE
`
`*EXAMINER: Initial if reference considered, whether or not citation is in conformance with MPEP 609. Draw line
`through a citation if not in conformance and not considered. Include copy ofthis form with next communication to
`applicant.
`1Applicant’s unique citation designation number (option). 2 See Kind Codes of USPTO Patent Documents at www.USPTO.GOV or MPEP
`901.04. 3 Enter office that issued the document, by the two-letter code (WIPO Standard ST.3). 4 For Japanese patent documents, the indication
`of the year ofthe reign of the Emperor must precede the serial number of the patent document.
`
`5 Kind of document by the appropriate symbols as indicated on the document under WIPO Standard ST.16 if possible. 6Applicant is to place a
`check mark here if English language translation is attached.
`
`

`

`APP'i°a“°“N"mber —INFORMATION DISCLOSURE é“1441:9027 2018
`
`STATEMENT BY APPLICANT
`1:1. emNer
`1;
`.
`(Not for submission under 37 CFR1.99)
`S aan
`emf ar
`LeaoYear Technolo_1es, Inc.
`2491
`
`.
`
`Complete if Known
`
`8547
`
`Ashokkumar B. Patel
`
`Attorney Docket Number
`
`325 52_3 93 79/US
`
`Please see 37 CFR 1.97 and 1.98 to make the appropriate seIection(s):
`
`CERTIFICATION STATEMENT
`
`That each item of information contained in the information disclosure statement was first cited in any communication
`[I
`from a foreign patent office in a counterpart foreign application not more than three months prior to the filing of the
`information disclosure statement. See 37 CFR 1.97(e)(1).
`
`OR
`
`That no item of information contained in the information disclosure statement was cited in a communication from a
`[I
`foreign patent office in a counterpart foreign application, and, to the knowledge of the person signing the certification after
`making reasonable inquiry, no item of information contained in the information disclosure statement was known to any
`individual designated in 37 CFR 1.56(c) more than three months prior to the filing of the information disclosure statement.
`See 37 CFR 1.97(e)(2).
`
`
`
`[I
`
`, filed
`This application relies, under 35 U.S.C. § 120, on the earlier filing date of prior application No.
`and the references cited therein are hereby referenced, but are not required to be provided in this
`application under 37 CFR § 1.98(d).
`
`[I
`
`See attached certification statement.
`
`[I
`
`The fee set forth in 37 CFR 1.17 (p) has been submitted herewith.
`
`X A certification statement is not submitted herewith.
`
`SIGNATURE
`
`A signature of the applicant or representative is required in accordance with CFR 1.33, 10.18. Please see
`
`CFR 1.4(d) for the form of the signature.
`
`Signature
`
`[Brian Hoffmanz
`
`Date (YYYY-MM-DD)
`
`2018-11-07
`
`Name/Print
`
`Brian M. Hoffman
`
`Registration Number
`
`39,713
`
`32552/39378/FW/10400826.1
`
`