Multivariate Ovulation Window Detection at OvuFriend

Generating Fuzzy Linguistic Summaries for Menstrual Cycles

“…The individual component time series are indexed with the same time quanta representing particular days of the cycle. Depending on the cycle and the woman's behavior, there are many possible combinations of data types that constitute this multivariate time series [4]. Time series are typically associated with financial applications [11] but in this case we are dealing with a specific case of a cyclic time series, where a single cycle in multivariate version is considered.…”

“…The platform has collected data of over 400,000 menstrual cycles, e.g. symptoms felt in various stages of the cycle and measurements of basic factors used to determine the phase of the cycle and its fertility on a given day [4]. This data include, among others, measurements of baseline body temperature (BBT), type of cervical mucus occurring on particular days of the cycle, parameters of the cervix as well as the results of ovulation tests which measure the concentration of the LH hormone in a woman's body.…”

Artificial Intelligence in Personalized Healthcare Analysis for Womens’ Menstrual Health Disorders

“…This paper is in continuation of a series of papers [4], [6]- [8] that attempted to establish a paltform, known as OvuFriend 1.0 1 , for helping women in determining the possibility of conceiving and understanding the hidden risk of getting related health problems based on their data input. The platform of OvuFriend 1.0 is provided as a mobile app where an user can put the data related to her physical and mental states during a specific menstrual cycle, and the underlying algorithm of the app helps to get an analysis of the possibility of conceiving or not conceiving.…”

“…Identifying the increased risk will give a chance to refer to the right doctor and heal the ailment faster. In particular, the project focuses on the analysis of whether a particular user has the possibility of having the risk of Premenstrual Syndrome (PMS 2 ), Luteal Phase Defect (LPD 3 ), benign growths like polyps, fibroids 4 in the uterus, Polycystic Ovary Syndrome (PCOS 5 ) or hypothyroidism 6 . PMS is a combination of symptoms that many women get about a week or two before their period.…”

“…https://www.womenshealth.gov/menstrual-cycle/premenstrual-syndrome 3 https://www.webmd.com/infertility-and-reproduction/guide/luteal-phasedefect4 https://progyny.com/education/female-infertility/understanding-uterinefibroids-polyps/5 In this condition the ovaries produce an abnormal amount of androgens, that are usually present in women in small amounts[10] 6. Hypothyroidism means the thyroid gland does not produce enough thyroid hormones, which can lead to changes in the menstrual cycle.…”