AI a cikin Anti-Money Laundering
AI yana taimaka wa bankuna su gano ɗan ƙaramin yanki na ma'amaloli waɗanda ke ɓoye kuɗin aikata laifuka a tsakanin biliyoyin halal.
Dubawa
It matters because legacy rule-based systems flag far too many innocent transactions, wasting investigators' time and letting real laundering slip through.
Zurfafa nutsewa
Anti-money laundering (AML) shine yadda bankuna ke gano kudaden da ke da alaƙa da laifuka kamar fataucin muggan kwayoyi, zamba, da ta'addanci. Tsarin al'ada yana amfani da ƙayyadaddun ƙa'idodi - alal misali, tuta duk wani ajiyar kuɗi sama da $10,000 - waɗanda ke haifar da adadi mai yawa na ƙararrawa na ƙarya (sau da yawa 90-95% na faɗakarwa sun ƙare). AI yana canza tsarin ta hanyar koyan yadda dabi'u na yau da kullun ke kama da kowane abokin ciniki da kuma gano karkacewa. Samfuran koyon injin suna ƙididdige ma'amaloli ta hanyar haɗari, yayin da nazarin jadawali taswirar ɓoyayyun hanyoyin sadarwa na asusu suna motsa kuɗi ta hanyoyin haɗin gwiwa. Sarrafa harshe na dabi'a na bincika labarai da jerin takunkumi yayin duba 'Sanin Abokin Cinikinku'. Manufar ita ce ƴan abubuwan da ba su dace ba, bincike mai sauri, da kuma kama manyan tsare-tsare-kamar 'smurfing' (raba manyan kuɗi zuwa ƙananan ƙetare da yawa) - waɗanda ƙananan ƙofofin ke ɓacewa gaba ɗaya.
Fahimtar Fasaha
Dabarun biyu sun mamaye. Samfuran da ake sa ido (bishiyoyi masu haɓakawa, gidajen yanar gizo) suna koya daga shari'o'in da aka tabbatar da su a baya don samun sabbin ma'amaloli. Amma zamba da aka yi wa lakabi da yawa ba kasafai ba ne, don haka gano ɓarna ba tare da kulawa ba da kuma hanyoyin sadarwar jijiyoyi ma suna da mahimmanci: suna ƙirƙira asusu a matsayin nodes da canja wuri azaman gefuna, bayyana zoben, hanyoyin sadarwa na alfadari, da tsarin shimfidawa babu dokar lissafi ɗaya da za ta iya gani. Ƙaddamar da mahallin yana haɗa sunayen laƙabi da kamfanonin harsashi a cikin silos ɗin bayanai don haka ba a kula da mai laifi ɗaya azaman abokan ciniki goma marasa alaƙa.
Dabarun Tasiri
Mahallin da dokoki
Halin masana'antu yana ƙayyade ko ra'ayoyin AI sun tsira hulɗa da gaskiya.
Kula da inganci
Matsakaicin yanki yana tasiri karɓaɓɓun ƙimar kuskure da ƙirar sa ido.
Gina zaɓuɓɓuka
Nasarar tura kayan aiki sun daidaita iyawar fasaha tare da ayyukan aiki na gaba.
Makomar AI a cikin Anti-Money Laundering
Yi tsammanin canji zuwa haɗin gwiwar kiyaye sirri: dabaru kamar haɗin gwiwar ilmantarwa da ɓoyayyun homomorphic suna barin bankuna da yawa su horar da samfuran haɗin gwiwa ba tare da fallasa bayanan abokin ciniki ba, rufe makãho masu laifi suna amfani da su ta hanyar yada ayyuka a cikin cibiyoyi. Masu gudanarwa kuma suna tura 'bayyanar AI' don haka shari'o'in da aka nuna sun zo da dalilan da mai bincike da mai duba za su iya amincewa. Generative AI za ta ƙara rubuta rahotannin ayyukan da ake tuhuma ta atomatik, yayin da masu laifi ke amfani da kayan aiki iri ɗaya don ƙirƙirar abubuwan da suka dace - tseren makamai masu gudana.
Aiwatar da Gaskiyar Duniya
HSBC ta ha]a hannu da Google Cloud don tura AI wanda aka bayar da rahoton ya sami ƙarin ayyukan tuhuma 2-4 yayin da yake yanke faɗakarwar ƙarya, tana tantance ɗaruruwan miliyoyin ma'amaloli kowane wata.
Bankunan suna amfani da nazarce-nazarcen jadawali don gano 'alfadari networks' inda mutum ɗaya ke ɗaukar asusu da dama don yin gyare-gyare da kuma motsa kuɗin da aka sace.
Binciken suna na NLP yana bincika abokan ciniki game da takunkumi na duniya da jerin sunayen mutane da aka fallasa ta siyasa, sarrafa bambance-bambancen haruffa da laƙabi a cikin haruffa.
Koyon na'ura yana haifar da haɗarin canja wurin waya a cikin ainihin lokacin don haka canja wurin $9,800 (kawai a ƙarƙashin iyakar bayar da rahoto) maimaita a cikin asusu da yawa yana haifar da faɗakarwa.
Hatsari & Tsare-tsare
Bukatun tsari na iya ɓata in ba haka ba ƙaƙƙarfan samfuri.
Bayanan tarihi na iya ɓoye son zuciya da ke cutar da takamaiman al'ummomi.
Tsarin gado na iya haifar da ƙullun haɗin kai da ɓoyayyun farashi.
Taswirar Hanya
Haɗa ƙwararrun yanki daga tsara matsala zuwa ƙima.
Zane hanyoyin duba da takaddun kafin ƙaddamarwa.
Tabbatar da yarda da wajibai na aminci da wuri.
Fitar a cikin matakai tare da bayyanannen ma'auni na tsayawa da juyawa.
Ci gaba da Bincike
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Jagora na gaba
Kakakin Anti-Spoofing da ASVspoof
Tambayoyin da ake yawan yi
What is AI in Anti-Money Laundering?
AI yana taimaka wa bankuna su gano ɗan ƙaramin yanki na ma'amaloli waɗanda ke ɓoye kuɗin aikata laifuka a tsakanin biliyoyin halal. Yana da mahimmanci saboda tsarin tushen ƙa'ida na gado yana nuna ma'amaloli da yawa da ba su da laifi, suna bata lokacin masu bincike da barin sahihancin saɓo.
Menene babbar matsala tare da tsarin AML na tushen ƙa'idar gargajiya wanda AI ke son gyarawa?
Tsarukan tushen ƙa'ida galibi suna samar da ƙimar gaskiya ta 90% ko sama da haka, tana binne sahihancin fa'ida a ƙarƙashin faɗakarwa akan abokan ciniki marasa laifi. AI na nufin rage wannan hayaniyar.
Menene 'smurfing' (ko structuring) ke nufi a cikin satar kuɗi?
Smurfing yana karya adadi mai yawa zuwa ɗimbin ƙananan adibas ko canja wuri, kowanne a ƙasa da iyakar bayar da rahoto, don guje wa jawo tutoci ta atomatik.
Me yasa cibiyoyin sadarwar jadawali ke da amfani musamman a cikin AML?
Ta hanyar ɗaukar asusu a matsayin nodes da kuɗi suna gudana azaman gefuna, hanyoyin jadawali suna fallasa makircin yadudduka da hanyoyin sadarwar alfadari waɗanda dokokin asusun guda ɗaya ba za su iya ganowa ba.
Menene 'Sanin Abokin Cinikinku' (KYC) yana amfani da NLP akai-akai?
NLP tana bincikar bayanan takunkumi, jerin sa ido, da labaran labarai, suna sarrafa bambance-bambancen suna da laƙabi don tuta manyan mutane masu haɗari yayin hawan jirgi.
Me yasa ake yiwa lakabin bayanan horo ƙalubale ga samfuran AML masu kulawa?
Saboda tabbatar da shari'o'in halatta kudaden haram ba su da yawa, ƙirar suna da ƴan misalai masu kyau da za a koya daga su, tura ƙungiyoyi zuwa ga gano abubuwan da ba su da kyau da kuma hanyoyin da ba a kula da su ba.