03 ai-one - overview - ai-fingerprint

© ai-one inc. 2012

biologically inspired intelligence

ai-one™© ai-one inc. 2012

The trick is to see the intrinsic patterns in language

© ai-one inc. 2012

Biologically Inspired Intelligence

creativitylogic

© ai-one inc. 2012

© ai-one inc. 2012

Recognize the sense and meaning within a text corpus means to identify the most semantically important words in the text

Make sense of any* text

© ai-one inc. 2012

* as long as there is sense in the unstructured sentences…

© ai-one inc. 2012

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ai-one

© ai-one inc. 2012

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© ai-one inc. 2012

ANY Language!

© ai-one inc. 2012

prolitterisdorerchristianvaldaandreasblick20020129seite5nummer23swissairboss12miofür5jahreimvorauskassiertderdruckwächstcortiindeckungvonchristiandorerundandreasvaldazürichesistvölligunüblichdassderlohnfürfünfjahreimvorausbezahltwirdsagenrenommierteheadhunterfdppräsidentgeroldbührer53verlangtjetztschonungslostransparenznochimmersagenmariocortiundseinefreundeausdemaltenverwaltungsratnocommentcortiweiltegesterninpolenundwolltenochimmernichtsagenoberaufeinenteilseines5jahreslohnesverzichtenwirdinschweigenhüllensichauchdieehemaligenverwaltungsrätedieimmärz2001denvergoldetencortivertragaufgesetzthattenindersalärkommissionsassdamalszementkönigthomasschmidheiny56herrschmidheinymöchtesichnichtäussernsolangedieuntersuchungdessachwaltersläuftlässterausrichtengleichtöntesbeimzweitenkommissionsmitgliedgaudenzstaehelinichhabeverständnisfürdasinteresseaberesliegtanderswissairzuinformierennichtanmirauchdieübrigenmitgliedervonvrenispoerrybislukasmühlemannverkriechensichdabeiwarenauchsiebestensimbildsolcheverträgewurdenimmerimplenumbesprochensagteinehemaligesvrmitglieddochcreditsuissechefmühlemann51bequemtsichgenausowenigzueineroffeneninformationwiebankierbénédicthentsch53amtelefonsagterentnervtichhabedasrechtnichtszusagenwarumwollensienichtssagenherrhentschfragensienichtweiterichgebekeinenkommentarschönentagaufwiedersehenaufgehängtjetztregtsichpolitischerwiderstandwennderbetragohneauflagenüberzieleausbezahltwurdedannistdasinakzeptabelsagtfdppräsidentgeroldbührerüberfdpmitgliedcortijetztbrauchtesschnelltransparenzdenkopfschütteltauchcvppräsidentphilippstähelin57ichhabemühemiteinemsohohenlohndasführtzuriesigeneinkommensunterschiedenimvolkdasdarfnichtseinerhaltezwarvielvonleistungslohndochdenkannmannichtimvorausbekommenvorauszahlungensindunüblichsagtheadhuntersandrovgianellaundfredyislervonspencerstuartichhabenochnievoneinemsolchenfallgehörtaberniemandwolltedenswissairjobdiesesversprechenwarwohleinlockvogeldamitcortiseinensicherennestlépostenaufgabmariocortilukasmühlemannthomasschmidheinybénédicthentschkonzernsanierermussvorgerichtzürichdervorkassevertragcortisistkeinepremiereimfallderkonkursitenbiberholdingliesssichkonzernsaniererchristianspeiserbildseinenjobmit28millionenfrankengarantielohnvergoldenermusssichjetztvorgerichtverantwortenwiecorti

ANY Language!

© ai-one inc. 2012

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ANY Language!

© ai-one inc. 2012

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Light Weight Ontology (LWO)!

© ai-one inc. 2012© ai-one inc. 2010

obesity

lifestyle

nutrition

physical exercise

stress

smoking

0.9

0.90.60.75

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Our technology detects the strength of all associations between all words (n:n). The LWO captures the intrinsic semantic value of every word, sentence, etc. ai-one is self-learning, self-organizing and incrementally self-updating

Lightweight Ontology (LWO)Association Strength

© ai-one inc. 2012

Sender

Subjective interpretation & understanding

subjective meaning and semantic

Every human interprets semantics differently because of experience, intellectual level, cognitive biases, etc.

Be careful: The semantic trap!

Receiver

ai-one has the neutral observer position to detect the inherent meaning

ai-one shows the LWOregardless if right or wrong

© ai-one inc. 2012

From LWO to one ai-fingerprintConvert the LWO-pattern in a simple visualization with graph charts to show, store & match fingerprints

© ai-one inc. 2012

• jobs -> c.v.• c.v. -> jobs

c.v.

job

job

job

c.v.

c.v.

job

job

• data in forms -> free text• free text -> forms

• Dynamic• Intelligent

• similar text • similar meaning

Use case: ai-fingerprint to match job posting with resumes for HR

© ai-one inc. 2012

The fingerprint is defined by the the most important words of a text corpus – called keywords. Keywords words are classified in importance according to a value determined by ai-one.

Keywords can be used to search with Yahoo, Google, Wolfram Alpha, Bing and any other search approach. Since the keywords are the optimal search words, users will get the best answer by traditional search engine.

Spicing with the ai-fingerprint semantic for better results.

ai-fingerprint as bridge to traditional approaches

© ai-one inc. 2012

We solve the problem of identifying multiple themes in a single document. Very often, there are multiple items, issues or themes on the same page.

For example in a news magazine, there are short article about different subjects on the same page. This is very challenging for traditional semantic text analysis processes.

ai-one’s LWO automatically segments topics into related clusters.

ai-fingerprint solves an other problem in traditional text analytics


ai-Fingerprint Typical ai-fingerprint of a text corpus very focused on one issue/theme.


ai-Fingerprint Typical ai-fingerprint of a text corpus where tree different issues/themes are on the same page

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22

3

3


ai-Fingerprint Typical ai-fingerprint of a “nonsense”-text corpus where no real sentences are giving an story, randomly sentences


ai-Fingerprint Enables better decision making by providing a way to compare semantic content by using graphs.

© ai-one inc. 2012

… much better than any traditionally method….!

Current linguistics and semantic solutions works only if they are feed with accurate and detailed language dependent models.

Worse, they do NOT incrementally update or learn!

© ai-one inc. 2010

…ai-one –

© ai-one inc. 2012

… recognizing the content… understanding the meaning and

generalizing its application… deciding about its importance… knowing what to do with this

learned information

© ai-one inc. 2010

…ai-one – the next evolution stage in ICT?

© ai-one inc. 2012

Thank You!

© ai-one inc. 2012

ai-one inc. 5711 La Jolla Blvd., Bird RockLa Jolla, CA 92037

[email protected]

ai-one ag Flughofstrasse 55, Zürich-Kloten8152 Glattbrugg

ai-one gmbh Koenigsallee 35a, Grunewald14193 Berlin

mailto:[email protected]

http://www.ai-one.com/

http://www.fhsg.ch/

03 ai-one - overview - ai-fingerprint

Documents

unstructured sentences

theintrinsic patterns

atext corpus