Nov 8, 2014 - Sarcoma is a type of cancer arising from cells of mesenchymal origin. ... nome gene expression profiling microarray data. We have found that ...
manual analysis guided by expert knowledge. For the past .... by the evolution of NetADHICT's trees (Section V-A). We ..... 503 (1.41%). 1. N327 .... fic is DNS.
Challenges and opportunities with Big Data. ... Single and Multiple Column Analysis ..... IBM Information. Analyzer. Data Profiling | SIGMOD 2017 | Chicago. 6 ...
ORACLE DATA SHEET. 1. ORACLE DATA PROFILING. ORACLE DATA
PROFILING. KEY FEATURES. • Automated entity reverse- engineering and
analysis.
Aug 7, 2016 - Models of sorption tested as well as their equations are presented in .... (2003). [7] Brunaueret al.: Adsorption of gases in multimolecular layers.
lexicography and matters theoretical. In: Fjeld, Ruth Vatvedt/Torjusen, Julie Matilde (eds.): Proceedings of the 15th EURALEX International Congress. Oslo, pp.Missing:
“[Data profiling] employs analytic methods for looking at data for the purpose ... A
good data profiling [system] can process very large amounts of data, and with ...
Sonderdruck aus. KRATYLOS. KRITISCHES BERICHTS. UND
REZENSIONSORGAN. FÜR INDOGERMANISCHE. UND ALLGEMEINE.
As a prelude to metabolic profiling, it is essential to completely profile and compile all related information about the genetic and proteomic data. Profiling tools in.
Jan 1, 2014 - breadwinners and of women as caregivers is that ... episodes of price volatility continues to be real, and there is little ..... A full list of research.
synthase (AHAS), and by an increased AHAS activity of valine-treated VAL1 cells. ..... Argininosuccinate synthase argG (C. glutamicum). argG. 1.4. 1.5. 1.3. 2.3.
pathological, biochemical, and quantitative RT-PCR analyses confirmed the incidence of necroinflammatory ... it is not clear what types of genes are involved or.
Jun 14, 2010 - pseudomallei under salt stress reveals differential ... Background: Burkholderia pseudomallei is the causative agent of melioidosis where the ...
Jul 26, 2010 - Su Z: Discovery of Arabidopsis GRAS family genes in response to osmotic and drought stresses. Chinese Bulletin of Botany 2009, ...
Aug 18, 2011 - Le Roch KG, Johnson JR, Ahiboh H, Chung DW, Prudhomme J, Plouffe D, ... David PH: Dynamic RNA profiling in Plasmodium falciparum ...
1. Oracle® Data Profiling and. Oracle Data Quality for Data. Integrator. Sample
Tutorial. 11g Release 1 (11.1.1.3). January 2011 ...
Ohio 43210 (T.V.); Department of Biochemistry, George Washington University, Washington, District of ... signal transduction components (Baxter-Burrell et al.,.
Jun 23, 2009 - associated changes in a large number of proteins simultaneously. .... uloplasmin, apolipoprotein A1, apolipoprotein A2, apolipoprotein B ...... F. Interactions of pulmonary surfactant protein SP-A with monolayers of dipalmi-.
LF-175, provided by Dr. Larry Fisher) [17]; rabbit polyclonal IgG anti- ..... [35] D.F. Egging, I. van Vlijmen, B. Starcher, Y. Gijsen, M.C. Zweers, L. Blankevoort, et al.
unregulated PTK signaling causes a breakdown in the normal regulation of ......
significant correlations between binding pattern and biologi- cally or clinically ...
Jun 7, 2017 - tible to CTX, CIP, MEL, TMP and nitrofurantoin (NIT). .... by use of gene annotations in NCBI http://www.ncbi.nlm.nih.gov, ...... in gene expression of cydAB (encoding cytochrome oxidase bd-I) or ..... Atomic resolution insights.
development of DPP4 inhibitors as anti-diabetic drugs1. .... The presence of multiple peptide fragments from the diazepam-binding inhibitor (DBI).
Feb 23, 2011 - Network and pathway analyses indicated that processes related to the DNA damage ..... visualize the enriched sequence motifs as logo plots.
Data Profiling. Market Update. Figure 1: The highest scoring companies are
nearest the centre. The analyst then defines a benchmark score for a domain ...
MARKET UPDATE
Data profiling and discovery Market trends
Champion
r ge llen Cha
7KHVHFRQGPDMRUWUHQGLVZLWKUHVSHFWWR1R64/ GDWDEDVHVDQGHVSHFLDOO\+DGRRS7KHUHLVD FKDVPKHUHEHWZHHQYHQGRUVZKRKDYHLPSOH- PHQWHGVLJQL¿FDQWVXSSRUWIRUELJGDWDSODWIRUPV DQGWKRVHWKDWKDYHQRW,QVRPHFDVHVVXSSOLHUV KDYHGLSSHGDWRHLQWRWKHZDWHUEXWKDYHOLWWOHUHDO FDSDELOLW\:KDWZHZDQWWRVHHLVQRWMXVWWKHDELOLW\ WRSUR¿OH1R64/GDWDEXWDOVRWREHDEOHWRKRVWSUR¿O- LQJGDWDEDVHV ZKHUHWKHGDWDLVH[WUDFWHGIURPVRXUFH V\VWHPV RQ+DGRRSRU+')61RWDOOYHQGRUVVHHPWRVHH WKHSRLQWRIWKLV²RQHFODLPHGWKDWLWVSHUIRUPDQFHZDVJRRG HQRXJKQRWWRQHHGWR²ZKLFKLVSUHFLVHO\WKHRSSRVLWHRIWKH SRLQW LW¶VDERXWFRVWVDYLQJV 2QHRWKHUPDMRUGLIIHUHQFHEHWZHHQSURGXFWVZKLFKLVSHUKDSV PRUHRIDSKLORVRSKLFDOSRVLWLRQWKDQDWUHQGLVEHWZHHQWKRVH FRPSDQLHVWKDWKDYHH[WHQVLYHQDWLYHFRQQHFWRUVDQGDGDSW- HUVIRUGLIIHUHQWVRXUFHVDQGWKRVHWKDWUHO\RQ-'%&2'%&,W LVQRWHZRUWK\WKDWPDQ\RIWKHODJJDUGVLQVXSSRUWLQJ1R64/ DUHDOVRWKRVHFRPSDQLHVWKDWUHO\RQWKHVHVWDQGDUGLQWHUIDFH SURGXFWV,QRXUYLHZWKHXVHRIQDWLYHDGDSWHUVZLOOSURYLGH VXSHULRUSHUIRUPDQFH $QLQWHUHVWLQJDUHDWKDWLVDOPRVWRUWKRJRQDOWRWKLVPDUNHWLV WKDWZHDUHVWDUWLQJWRVHHWKHJURZWKRISUR¿OLQJWRROVIRURWKHU SXUSRVHVWKDQWKRVHWUDGLWLRQDOO\DVVRFLDWHGZLWKGDWDTXDOLW\ GDWDPLJUDWLRQDQGVRIRUWK)RUH[DPSOH%XVLQHVV'DWD4XDO- LW\ %'4 KDVLQWURGXFHGDSUR¿OLQJWRROWKDWLVPRUHIRFXVHG RQDOORZLQJ\RXWRPHDVXUHDQGUHSRUWRQWKHSHUIRUPDQFHDQG FRPSOLDQFHRI\RXUGDWDYHUVXVXVHUGH¿QHGWHVWV$QRWKHU H[DPSOHLV*ULG7RROVZKLFKKDVDGDWDSUR¿OLQJFDSDELOLW\ QRW DYDLODEOHIRUVWDQGDORQHXVH WRVXSSRUWV\QWKHWLFWHVWGDWD JHQHUDWLRQ:HUDWKHUVXVSHFWWKDWZHPD\VHHPRUHVXFK IRU H[DPSOHWRROVVSHFL¿FDOO\GHVLJQHGWRVXSSRUWGDWDPDVNLQJRU EXLOWLQWRVXFKSURGXFWV One trend that we had hoped to see emerge has not done so. ,QRXUODVW0DUNHW8SGDWHZHUHSRUWHGWKDWRQHYHQGRU 'DWDF- WLFV ZDVLQWURGXFLQJWKHRSWLRQRILQGDWDEDVHSUR¿OLQJFDSDELOL- WLHV7KDWLVSUR¿OLQJLQWKHGDWDEDVHNHUQHOLQWKHVDPHZD\ WKDWLQGDWDEDVHDQDO\WLFVKDVWREHFRPHVWDQGDUGIRUSURFHVV-
WƌŽŽĮŶŐΘŝƐĐŽǀĞƌLJƚŽŽůƐ WƌŝŵĂƌŝůLJWƌŽĮůŝŶŐƚŽŽůƐ Special Purpose tools
Figure 1: The highest scoring companies are nearest the centre. The analyst then defines a benchmark score for a domain leading company from their overall ratings and all those above that are in the champions segment. Those that remain are placed in the Innovator segment if their innovation rating is over 2.5 and Challenger if it is less than 2.5. The exact position in each segment is calculated based on their combined innovation and overall score. LQJTXHULHVLQ\RXUGDWDZDUHKRXVH7KLVVKRXOGSURYLGHPXFK LPSURYHGSHUIRUPDQFHDQGDWOHDVWLQVRPHLQVWDQFHVPHDQ WKDWLQVLWXSUR¿OLQJ ZKLFKZHKDYHQHYHUOLNHGEHFDXVHRIWKH SHUIRUPDQFHLPSOLFDWLRQV EHFRPHVDYLDEOHSURSRVLWLRQ
Figure 2: The size of the circle in the above diagram is an indication of the size of the
company in terms of the marketplace and gives an indication relative to the others in the space. The stronger the vendor is in terms of profiling means they are more to the right of the diagram; the stronger vendors in discovery are towards the top. We have colour-coded the circles as: Orange - Profiling and Discovery tools, Blue - primarily Profiling tools and Red Special Interest tools.
Global IDs Informatica
Big Data
Talend
IBM
iWay/Ataccama Actian
SAS
Others
Profiling & Discovery
Figure 3: The size of the circle in the above diagram is an indication of the size of the
company in terms of the marketplace and gives an indication relative to the others in the space. The stronger the vendor is in terms of profiling and discovery means they are more to the right of the diagram; the stronger vendors in big data are towards the top.
:KLOHWKHUHDUHWUHQGVWRZDUGVLQFOXGLQJPRUHGLVFRYHU\FDSD- ELOLW\DQGWRZDUGVVXSSRUWLQJ1R64/GDWDVRXUFHVWKHYHQGRUV DUHVLJQL¿FDQWO\IUDJPHQWHGDWSUHVHQW2QO\DUHODWLYHKDQGIXO RIVXSSOLHUVKDYHH[WHQVLYHVXSSRUWIRUWKHODWWHU²SDUWLFXODUO\ LI\RXDUHLQWHUHVWHGLQDQ\WKLQJEH\RQG+DGRRS²ZKLOHWKHUH UHPDLQDQXPEHURIYHQGRUVWKDWGRQRWRIIHUPXFKLQWKHZD\ RIGLVFRYHU\DQGWKHDELOLW\WRXQGHUVWDQGUHODWLRQVKLSVLQDQG DFURVVGDWDVRXUFHV,QGHHGHYHQDFURVVWKHOHDGLQJFRPSD- QLHVLQWKLVPDUNHWWKHWRSYHQGRUVIRUSUR¿OLQJRQO\DYHUDJH KLJKHUVFRUHVWKDQWKHQH[W FRQYHUVHO\WKHOHDGLQJ SURYLGHUVRIGLVFRYHU\FDSDELOLWLHVDYHUDJHEHWWHUUDWLQJV WKDQWKHQH[WVXSSOLHUV,QHIIHFWSUR¿OLQJLVRQWKHZD\WR EHFRPLQJFRPPRGLWLVHGEXWWKDWLVYHU\IDUIURPWUXHZKHQLW comes to discovery.
Philip Howard Research Director, Data Management Data Profiling & Discovery December 2013
