Dr. Alok Aggarwal

Dr. Alok Aggarwal is an Indian American computer scientist and an entrepreneur. Since 2014, he has been the chief executive officer and chief data scientist at Scry AI. With the aim of demystifying Artificial Intelligence (AI), in November 2023, he published the book titled, “The Fourth Industrial Revolution & 100 Years of AI (1950-2050)”.

Early Life and Education

Dr. Aggarwal was born in Delhi, India on May 04, 1959, he earned his Bachelor of Technology in Electrical Engineering from the Indian Institute of Technology (IIT) Delhi. Thereafter, he moved to the United States to pursue higher education and research. In 1981 he completed his Master of Science and in 1984, Ph.D. in Electrical Engineering and Computer Science from Johns Hopkins University in Baltimore, Maryland.

Research Career

From 1984 to 2000, he pursued research in Computer Science at IBM’s Thomas J. Watson Research Center in Yorktown Heights, New York. He took a sabbatical from IBM Research from 1988 to 1989 to become a visiting professor at the Massachusetts Institute of Technology (MIT) where he taught courses in Computational Geometry and advised two PhD students. He is known for his research in the following areas:

Monge Arrays An m * n array, A, is said to be a Monge array if, for all j, k, ℓ such that 1 ≤ i < k ≤ m and 1 ≤ j < ℓ ≤ n, the following condition holds for all its 2 * 2 subarrays: A[i,j] + A[k,l] ≤ A[i,l] + A[k,j]

These arrays are named after Gaspard Monge, a French mathematician and engineer, who used their inherent properties in 1781 to solve transportation problems [1] . Dr. Aggarwal and his colleagues used these arrays to develop the SMAWK algorithm that improved computational time for solving numerous problems in Computer Science and Operations Research. These problems include many in Computational Geometry and special cases related to the Traveling Salesman Problem, Batching Problem, Assignment Problem, Scheduling Problem, and d-dimensional Transportation Problem [2, 3, 4]. The survey papers mentioned in [5, 6] and the Wikipedia page regarding Monge Arrays provide additional information regarding the ongoing research in this burgeoning field that comprises more than 2,000 articles.

External Memories and Hierarchical Memories Since data is being produced at an exponential rate, contemporary computing systems are unable to store it in their internal memories. Hence, modern systems use external memories that can be accessed by their computing processors in blocks of fixed length and in time that is much larger than the access time from internal memories. In 1986, along with Dr. Vitter, Dr. Aggarwal laid the theoretical foundations for designing fast algorithms in computing systems with external memories, thereby creating a novel field of external memory algorithms (also known as Input/Output or I/O algorithms) [7].

Remarkably, these foundations led to the formation of a new company in 2006, Tokutek [8], which was founded by Dr. M. Farach-Colton, Dr. M. A. Bender, and Dr. B. Kuszmaul. By using improved external memory algorithms, Tokutek transformed the way data is stored and retrieved for faster computation. Tokutek delivered a quantum leap in the performance of databases and file systems, and it was bought by Percona in 2015 [9]. Articles mentioned in [10] [11], the book titled Algorithms and Data Structures for External Memory [12], and the Wikipedia page regarding External Memory Algorithms provide information regarding about the current state of research and development in this area.

In 1988, along with Dr. Chandra and other colleagues in the IBM Research Division, Dr. Aggarwal realized that because data is being produced in enormous quantities, external memories will be hierarchical in nature where in a larger sized memory will be connected to several smaller sized memories, which in turn will be connected to even smaller sized memories [13]. They also realized that accessing data from smaller memories will be much faster than that from larger memories. Keeping this in view, they designed several models of such hierarchical memory systems and then built algorithms for them that were superior to those that were known earlier. [14] [15]

AI-based Software for Supply Chain Management From 1993 to 1995, along with Dr. Murthy and others in the IBM Research Division, he built and sold a “Supply Chain Management Solution” for paper mills. This was the first commercial Artificial Intelligence-based solution of its kind. By optimizing paper machines, trimmers, winders, warehouses, loading of trucks, and transportation, their AI solution was able to save a typical paper mill around 1.5% in operating costs.

In 1993, Madison Paper Company in the United States was the first to buy this solution and it used this solution until 2017 (i.e., for almost 25 years) until this company was sold to a Norwegian paper company. Dr. Aggarwal and his colleagues published an influential paper titled, “Cooperative Multi-objective Decision Support for the Paper Industry” [16] which won the Daniel H. Wagner Prize from INFORMS in 1998 [17].

Entrepreneurial Career

During 1997-98, Dr. Aggarwal became passionate about building organizations from the ground up and during the next 25 years, he built the following three organizations:

Founder and “First” Director of IBM’s India Research Laboratory, IRL, (1998-2000) In July 1997, IBM Research Division announced the formation of IBM’s India Research Laboratory (IRL). The opening ceremony was attended by Dr. Yoginder K. Alagh, Minister for Science and Technology and Power, (Government of India), and Mr. Richard Celeste, the US Ambassador to India. [18] On January 1, 1998, Dr. Aggarwal founded IRL inside IIT Delhi. By August 2000, he had grown IRL to a 60-member team, with 30 PhDs and 30 Masters of Computer Science and related areas. By 2022, IRL had more than 150 researchers in Delhi-Gurgaon and Bangalore working on emerging technologies such as Hybrid Cloud, Artificial Intelligence, Climate and Sustainability, and Quantum Computing. [19]

Co-founder and Chairman of Evalueserve (2001-2013) In January 2001, he co-founded Evalueserve and became its chairman. In 2003, Evalueserve pioneered the concept of “ Knowledge Process Outsourcing (KPO) ” – a term that was coined by its chief operating officer, Ashish Gupta. During the next ten years, Dr. Aggarwal wrote several influential articles regarding KPO [20] [21] and made it a famous sub-sector within the outsourcing industry. Today, Evalueserve is a leading company with more than 5,000 employees that provides various kinds of research and analytics services to clients in North America, Europe, and Asia Pacific regions from its research centers around the world.

Founder of Scry AI (2014 - present) In 2013, Dr. Aggarwal stepped down from being the Chairman of the Board of Evalueserve. In February 2014, he founded Scry AI (formerly known as Scry Analytics) and became its CEO and chief data scientist. Scry AI focuses on research and advanced development (R&D) in Artificial Intelligence, Data Science, and related disciplines. Its primary R&D centers are located in San Jose, California, and Delhi-Gurgaon, Pune, and Hyderabad, India. The company has four product lines that optimize business workflows and improve their key performance indicators such as quality, timeliness, revenue, cost, customer experience, compliance, and operational risks.

Voice of Cancer Patients

Dr. Alok Aggarwal collaborated with his wife Dr. Sangeeta Aggarwal (hematologist-oncologist) and a team of distinguished researchers to establish the “Voice of Cancer Patients” platform. The main goals of this platform are to exploit AI-based techniques for providing critical insights regarding cancer patients and survivors, known and often-not-known side effects of cancer drugs and therapies, as well as roadmaps of patients’ journeys as they fight cancer. This platform has already conducted fifteen research projects whose results have been presented at several conferences including ASCO’s Annual Meeting, San Antonio Breast Cancer Symposium, and Stanford University’s Conference on Big Data in Biomedicine [22] [23] [24] [25]

Boards and Committees

During 1997-2000, he was a member of the Executive Committee on Information Technology of the Confederation of Indian Industry (CII) and the Telecom Committee of the Federation of Indian Chambers of Commerce and Industry (FICCI). Since 2002, he has been a charter member of The Indus Entrepreneur (TiE) organization and was on the executive board of its New York chapter between 2002 and 2005. Furthermore, he has served as the Chairperson of the IEEE Computer Society’s Technical Committee on Mathematical Foundations of Computing. He has been on the editorial boards of SIAM Journal of Computing, Algorithmica, and Journal of Symbolic Computation.

Awards and Recognition

  • IBM Outstanding Innovation Award for “Matrix Searching,” 1989.
  • IBM Outstanding Innovation Award for “Complexity of Access and Transfer of Data,” 1989.
  • IBM Research Division, Technical Group Award, for building “Madison Paper Industries Scheduling Solution,” 1996.
  • Daniel H. Wagner Prize for Excellence in the Practice of Advanced Analytics and Operations
  • Research” from INFORMS, 1998 [20].
  • Indian Institute of Technology, Distinguished Alumni Award, 2008. [26]

Issued Patents

Dr. Alok Aggarwal authored the following eight patents that were approved by the US Patent and Trademark Office:

  • “Honoring of Electronic Coupons,” issued on March 21, 2006, patent number 7,016,860. [27]
  • “Generation, distribution, storage, redemption, validation and clearing of electronic coupons,” issued on March 14, 2006, patent number 7,013,286. [28]
  • “On-line negotiations with dynamic profiling,” issued on April 26, 2005, patent number 6,886,000. [29]
  • “Clustering in wireless ad hoc networks,” issued on April 5, 2005, patent number 6,876,643. [30]
  • “Achieving buyer-seller anonymity for unsophisticated users under collusion amongst intermediaries” issued on March 29, 2005, patent number 6,873,977. [31]
  • “Data embedding scheme with error diffusion,” issued on June 11, 2002, patent number 6,404,899. [32]
  • “Interactive multimedia virtual classes requiring small online network bandwidth” issued on April 30, 2002, patent number 6,381,444. [33]
  • “Compression-tolerant watermarking scheme for image authentication Honoring of Electronic Coupons,” issued on June 12, 2001, patent number 6,246,777. [34]

Personal

Drs. Alok and Sangeeta Aggarwal have two children, Dr. Adeeti Aggarwal (MD-PhD, Neuroscience) and Prof. Amol Aggarwal (Columbia University, Math Department).


Thought Provoking Talks

  • Hallucinations and Inaccuracy: The Downfall of GPTs

  • The GPT hype | Dr. Alok Aggarwal on CUBroadcast

  • What Credit Unions can potentially achieve with AI systems



Research Articles

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    • Delete or alter any of the copyright, trademark, or other proprietary rights notices from copies of materials from this site.

    You must not access or use for any commercial purposes any part of the website or any services or materials available through the Website.

    If you print, copy, modify, download, or otherwise use or provide any other person with access to any part of the Website in breach of the Terms of Service, your right to use the Website will stop immediately and you must, at our option, return or destroy any copies of the materials you have made. No right, title, or interest in or to the Website or any content on the Website is transferred to you, and all rights not expressly granted are reserved by the Company. Any use of the Website not expressly permitted by these Terms of Service is a breach of these Terms of Service and may violate copyright, trademark, and other laws.

    User Submissions and Submission Standards


    The Website may provide you with the opportunity to create, submit, post, display, transmit, public, distribute, or broadcast content and materials to us or in the Website, including but not limited to text, writings, video, audio, photographs, graphics, comments, ratings, reviews, feedback, or personal information or other material (collectively, "Content"). You are responsible for your use of the Website and for any content you provide, including compliance with applicable laws, rules, and regulations.

    All User Submissions must comply with the Submission Standards and Prohibited Activities set out in these Terms of Service.

    Any User Submissions you post to the Website will be considered non-confidential and non-proprietary. By submitting, posting, or displaying content on or through the Website, you grant us a worldwide, non-exclusive, royalty-free license to use, copy, reproduce, process, disclose, adapt, modify, publish, transmit, display and distribute such Content for any purpose, commercial advertising, or otherwise, and to prepare derivative works of, or incorporate in other works, such as Content, and grant and authorize sublicenses of the foregoing. The use and distribution may occur in any media format and through any media channels.

    You represent and warrant that:


    • You own or control all rights in and to the User Submissions and have the right to grant the license granted above to us and our affiliates and service providers, and each of their and our respective licensees, successors, and assigns.
    • All of your User Submissions comply with these Terms of Service.

    We do not assert any ownership over your Content. You retain full ownership of all of your Content and any intellectual property rights or other proprietary rights associated with your Content. We are not liable for any statement or representations in your Content provided by you in any area in the Website. You are solely responsible for your Content related to the Website and you expressly agree to exonerate us from any and all responsibility and to refrain from any legal action against us regarding your Content. We are not responsible or liable to any third party for the content or accuracy of any User Submissions posted by you or any other user of the Website. User Submissions are not endorsed by us and do not necessarily represent our opinions or the view of any of our affiliates or partners. We do not assume liability for any User Submission or for any claims, liabilities, or losses resulting from any review.

    We have the right, in our sole and absolute discretion, (1) to edit, redact, or otherwise change any Content; (2) to recategorize any Content to place them in more appropriate locations in the Website; and (3) to prescreen or delete any Content at any time and for any reason, without notice. We have no obligation to monitor your Content. Any use of the Website in violation of these Terms of Service may result in, among other things, termination or suspension of your right to use the Website.

    These Submission Standards apply to any and all User Submissions. User Submissions must in their entirety comply with all the applicable federal, state, local, and international laws and regulations. Without limiting the foregoing, User Submissions must not:

    • Contain any material that is defamatory, obscene, indecent, abusive, offensive, misleading, harassing, violent, hateful, inflammatory, or otherwise objectionable.
    • Promote sexually explicit or pornographic material, violence, or discrimination based on race, sex, religion, nationality, disability, sexual orientation, or age.
    • Infringe any patent, trademark, trade secret, copyright, or other intellectual property or other rights of any other person.
    • Violate the legal rights of others or contain any material that could give rise to any civil or criminal liability under applicable laws or regulations or that otherwise may be in conflict with these terms of service and our Privacy Policy.
    • Be likely to deceive any person.
    • Promote any illegal activity, or advocate, promote, or assist in any unlawful act.
    • Cause annoyance, inconvenience, or needless anxiety or be likely to upset, embarrass, alarm, or annoy any other person.
    • Impersonate any person, or misrepresent your identity or affiliation with any person or organization.
    • Involve commercial activities or sales, such as contests, sweepstakes, and other sales promotions, barter, or advertising.
    • Give the impression that they emanate from or are endorsed by us or any other person or entity, if this is not the case.

    Our Rights


    We have the right, without provision of notice to:

    • Remove or refuse to post any User Submission for any or no reason in our sole discretion;
    • Take any action with respect to any User Submission that we deem necessary or appropriate in our sole discretion, including if we believe that such User Submission violates the Terms of Service, including the Submission Standards, infringes any intellectual property right or other right of any person or entity, threatens the personal safety of users of the Website or the public, or could create liability for the Company;
    • Take appropriate legal action, including, without limitation, referral to or cooperation with law enforcement or regulatory authorities, or notifying the harmed party of any illegal or unauthorized use of the Website; and
    • Terminate or suspend your access to all or part of the Website for any or no reason, including, without limitation, any violation of these Terms of Service.

    You waive and hold harmless company and its parent, subsidiaries, affiliates, and their respective directors, officers, employees, agents, service providers, contractors, licensors, licensees, suppliers, and successors from any and all claims resulting from any action taken by the company and any of the foregoing parties relating to any, investigations by either the company or by law enforcement authorities.

    Third Party Links and Sites


    For your convenience, this Website may provide links or pointers to third-party sites or third-party content. We make no representations about any other websites or third-party content that may be accessed from this Website. If you choose to access any such sites, you do so at your own risk. We have no control over the third-party content or any such third-party sites and accept no responsibility for such sites or for any loss or damage that may arise from your use of them. You are subject to any terms and conditions of such third-party sites.

    Social Media Features


    This Website may provide certain social media features that enable you to:

    • Link from your own or certain third-party websites to certain content on this Website.
    • Send emails or other communications with certain content, or links to certain content, on this Website.
    • Cause limited portions of content on this Website to be displayed or appear to be displayed on your own or certain third-party websites.

    You may use these features solely as they are provided by us and solely with respect to the content they are displayed with. Subject to the foregoing, you must not:

    • Establish a link from any website that is not owned by you.
    • Cause the Website or portions of it to be displayed on, or appear to be displayed by, any other site, for example, framing, deep linking, or in-line linking.
    • Link to any part of the Website other than the homepage.
    • Otherwise take any action with respect to the materials on this Website that is inconsistent with any other provision of these Terms of Use.

    The Website from which you are linking, or on which you make certain content accessible, must comply in all respects with the Submission Standards set out in these Terms of Service.

    You agree to cooperate with us in causing any unauthorized framing or linking immediately to stop.
    We reserve the right to withdraw linking permission without notice.
    We may disable all or any social media features and any links at any time without notice in our discretion.

    Disclaimers, Liability and Indemnification


    You understand and agree that your use of the website, its content, and any goods, digital products, services, information or items found or attained through the website is at your own risk. The website, its content, and any goods, services, digital products, information or items found or attained through the website are provided on an "as is" and "as available" basis, without any warranties or conditions of any kind, either express or implied including, but not limited to, the implied warranties of merchantability, fitness for a particular purpose, or non-infringement. The foregoing does not affect any warranties that cannot be excluded or limited under applicable law.

    You acknowledge and agree that company or its respective directors, officers, employees, agents, service providers, contractors, licensors, licensees, suppliers, or successors make no warranty, representation, or endorsement with respect to the completeness, security, reliability, suitability, accuracy, currency, or availability of the website or its contents or that any goods, services, digital products, information or items found or attained through the website will be accurate, reliable, error-free, or uninterrupted, that defects will be corrected, that our website or the server that makes it available or content are free of viruses or other harmful components or destructive code.

    How We Limit Our Liability to You


    Except where such exclusions are prohibited by law, in no event shall the company nor its respective directors, officers, employees, agents, service providers, contractors, licensors, licensees, suppliers, or successors be liable under these terms of service to you or any third-party for any consequential, indirect, incidental, exemplary, special, or punitive damages whatsoever, including any damages for business interruption, loss of use, data, revenue or profit, cost of capital, loss of business opportunity, loss of goodwill, whether arising out of breach of contract, tort (including negligence), any other theory of liability, or otherwise, regardless of whether such damages were foreseeable and whether or not the company was advised of the possibility of such damages.

    Indemnification


    To the maximum extent permitted by applicable law, you agree to defend, indemnify, and hold harmless Company, its parent, subsidiaries, affiliates, and their respective directors, officers, employees, agents, service providers, contractors, licensors, suppliers, successors, and assigns from and against any claims, liabilities, damages, judgments, awards, losses, costs, expenses, or fees (including reasonable attorneys' fees) arising out of or relating to your breach of these Terms of Service or your use of the Website including, but not limited to, third-party sites and content, any use of the Website's content and services other than as expressly authorized in these Terms of Service or any use of any goods, digital products and information purchased from this Website.

    Dispute Resolution


    At Company’s sole discretion, it may require you to submit any disputes arising from these Terms of Service or use of the Website, including disputes arising from or concerning their interpretation, violation, invalidity, non-performance, or termination, to final and binding arbitration under the Rules of Arbitration of the American Arbitration Association applying Ontario law. (If multiple jurisdictions, under applicable laws).

    Any cause of action or claim you may have arising out of or relating to these terms of use or the website must be commenced within 1 year(s) after the cause of action accrues; otherwise, such cause of action or claim is permanently barred.

    Privacy Policy


    Your provision of personal information through the Website is governed by our privacy policy located at the "Privacy Policy".

    Governing Law


    The Website and these Terms of Service will be governed by and construed in accordance with the laws of the Province of Ontario and any applicable federal laws applicable therein, without giving effect to any choice or conflict of law provision, principle, or rule and notwithstanding your domicile, residence, or physical location. Any action or proceeding arising out of or relating to this Website and/or under these Terms of Service will be instituted in the courts of the Province of Ontario, and each party irrevocably submits to the exclusive jurisdiction of such courts in any such action or proceeding. You waive any and all objections to the exercise of jurisdiction over you by such courts and to the venue of such courts.

    If you are a citizen of any European Union country or Switzerland, Norway or Iceland, the governing law and forum shall be the laws and courts of your usual place of residence.

    The parties agree that the United Nations Convention on Contracts for the International Sale of Goods will not govern these Terms of Service or the rights and obligations of the parties under these Terms of Service.

    Severability


    If any provision of these Terms of Service is illegal or unenforceable under applicable law, the remainder of the provision will be amended to achieve as closely as possible the effect of the original term and all other provisions of these Terms of Service will continue in full force and effect.

    Entire Terms of Service


    These Terms of Service constitute the entire and only Terms of Service between the parties in relation to its subject matter and replaces and extinguishes all prior or simultaneous Terms of Services, undertakings, arrangements, understandings or statements of any nature made by the parties or any of them whether oral or written (and, if written, whether or not in draft form) with respect to such subject matter. Each of the parties acknowledges that they are not relying on any statements, warranties or representations given or made by any of them in relation to the subject matter of these Terms of Service, save those expressly set out in these Terms of Service, and that they shall have no rights or remedies with respect to such subject matter otherwise than under these Terms of Service save to the extent that they arise out of the fraud or fraudulent misrepresentation of another party. No variation of these Terms of Service shall be effective unless it is in writing and signed by or on behalf of Company.

    Waiver


    No failure to exercise, and no delay in exercising, on the part of either party, any right or any power hereunder shall operate as a waiver thereof, nor shall any single or partial exercise of any right or power hereunder preclude further exercise of that or any other right hereunder.

    Notice


    We may provide any notice to you under these Terms of Service by: (i) sending a message to the email address you provide to us and consent to us using; or (ii) by posting to the Website. Notices sent by email will be effective when we send the email and notices we provide by posting will be effective upon posting. It is your responsibility to keep your email address current.

    To give us notice under these Terms of Service, you must contact us as follows: (i) by personal delivery, overnight courier or registered or certified mail to Scry Analytics Inc. 2635 North 1st Street, Suite 200 San Jose, CA 95134, USA. We may update the address for notices to us by posting a notice on this Website. Notices provided by personal delivery will be effective immediately once personally received by an authorized representative of Company. Notices provided by overnight courier or registered or certified mail will be effective once received and where confirmation has been provided to evidence the receipt of the notice.

    Contact Us


    To request a copy for your information, unsubscribe from our email list, request for your data to be deleted, or ask a question about your data privacy, we've made the process simple:

    Email us